diff --git a/404.html b/404.html index 577dabf9826..f379f251564 100644 --- a/404.html +++ b/404.html @@ -18,8 +18,8 @@ - - + + diff --git a/about-me/achievements-activities-awards/index.html b/about-me/achievements-activities-awards/index.html index bd0687b428d..b14b007bfc6 100644 --- a/about-me/achievements-activities-awards/index.html +++ b/about-me/achievements-activities-awards/index.html @@ -18,8 +18,8 @@ - - + + diff --git a/about-me/experience/index.html b/about-me/experience/index.html index fa7544dde5a..b852fed2f72 100644 --- a/about-me/experience/index.html +++ b/about-me/experience/index.html @@ -18,8 +18,8 @@ - - + + diff --git a/about-me/faqs/index.html b/about-me/faqs/index.html index 3f8a8512c85..7cf80182f50 100644 --- a/about-me/faqs/index.html +++ b/about-me/faqs/index.html @@ -18,8 +18,8 @@ - - + + diff --git a/about-me/ideas/creating-a-business-startup/index.html b/about-me/ideas/creating-a-business-startup/index.html index ee132c5a836..8b7d3bfa07a 100644 --- a/about-me/ideas/creating-a-business-startup/index.html +++ b/about-me/ideas/creating-a-business-startup/index.html @@ -18,8 +18,8 @@ - - + + @@ -344,6 +344,7 @@

Rep +

Thoughts​

+

A social ‘study buddy’ gets a conversational lift from Meta Llama

Education for all (KhanAcademy does it all, contribute to it)​

@@ -263,6 +269,6 @@

Reusable flex​

+

Flex that can be reprinted again and again. Or no need to print, just put up a flex, add a device which prints it. No need to remove and install new flex

Civil Engineering​

Better and Cheap Pervious Concrete​

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Skip to main content

Traditional AI Case study

+

Financial Technology (FinTech) Fraud Detection Case Study​

+

Challenges​

+

A FinTech company was struggling with real-time fraud detection as the transaction volumes grew. Their current systems failed to maintain high accuracy, which posed a risk of financial losses and reduced customer trust.

+

Solution by Opstree​

+

Opstree partnered with the company to deliver a tailored AI-powered fraud detection solution. The solution leveraged Amazon SageMaker for model training and deployment, Amazon Fraud Detector for identifying suspicious activities, and proprietary models that combined supervised and unsupervised learning techniques, along with scikit-learn and PyTorch for custom fraud detection algorithms.

+

Opstree further integrated Amazon Textract and Amazon Rekognition to strengthen document verification and identity validation processes, while adding advanced clustering techniques to uncover fraud networks. Continuous retraining pipelines were also implemented using Amazon SageMaker, ensuring the model stayed accurate over time.

+

Results​

+

Opstree's AI solution led to enhanced fraud detection with fewer false positives and negatives. The real-time detection capabilities and use of advanced services helped the company quickly identify fraudulent patterns and mitigate financial risks.

+
    +
  • Reduced NPAs from 9% to 6%.
    • +
  • Decreased monthly financial losses by ₹2 Cr.
    • +
  • Faster fraud detection enabled quick action in high-risk areas.
    • +
+

Tools Used​

+
    +
  • Amazon SageMaker
    • +
  • Amazon Fraud Detector
    • +
  • Amazon Textract
    • +
  • Amazon Rekognition
    • +
  • Python (scikit-learn, PyTorch)
    • +
+
+

Financial Technology (FinTech) Credit Risk Analysis and Modeling Case Study​

+

Challenges​

+

The FinTech company needed to expedite loan approvals while reducing Non-Performing Assets (NPAs). Traditional credit risk methods resulted in slower processing times and suboptimal loan terms, negatively impacting customer satisfaction.

+

Solution by Opstree​

+

Opstree developed an AI-based credit risk analysis solution using a combination of supervised models, including logistic regression with PSI/CSI tracking to ensure model accuracy. Using scikit-learn, Opstree trained custom credit risk models and deployed them using Python (FastAPI), which enabled efficient real-time decision-making.

+

Additionally, Amazon SageMaker was used to automate model retraining, while PowerBI provided detailed analytics and dashboards to track credit risk performance. Opstree also incorporated clustering algorithms to assess borrower risk profiles based on alternative data sources such as transactional patterns and social profiles.

+

Results​

+

The credit risk AI solution revolutionized the company's lending operations, improving loan approval speed and accuracy while reducing NPAs. The detailed analytics allowed the company to optimize lending terms and improve customer satisfaction.

+
    +
  • Reduced NPAs from 9% to 6%.
    • +
  • Reduced delinquency rates by 5%.
    • +
  • Reduced reliance on external credit scores by 25% through in-house AI models.
    • +
+

Tools Used​

+
    +
  • Python (FastAPI)
    • +
  • scikit-learn
    • +
  • Amazon SageMaker
    • +
  • PowerBI for analytics
    • +
+
+

IoT Predictive Maintenance for HVAC Systems Case Study​

+

Challenges​

+

An HVAC company needed a proactive maintenance strategy to reduce equipment downtime and operational costs. Their traditional reactive approach led to frequent breakdowns and costly repairs.

+

Solution by Opstree​

+

Opstree implemented an AI-driven predictive maintenance solution based on time-series modeling. Using ARIMA models developed with scikit-learn, Opstree analyzed data from IoT sensors monitoring system performance. The solution predicted potential failures, allowing the company to address issues before they escalated.

+

By leveraging real-time monitoring with integrated alerts, the maintenance team could take preventive actions, reducing equipment breakdowns and optimizing overall system performance.

+

Results​

+

With Opstree’s predictive maintenance solution, the company achieved significant reductions in operational costs and equipment failures, while optimizing resource allocation and improving customer satisfaction.

+
    +
  • Reduced equipment downtime by 25%.
    • +
  • Increased energy savings by 20%.
    • +
  • Improved compliance rates by 30%.
    • +
+

Tools Used​

+
    +
  • scikit-learn (ARIMA)
    • +
  • Amazon SageMaker
    • +
  • Time-series analysis models
    • +
+ + \ No newline at end of file diff --git a/about-me/projects/46-podcast-streamlining-cloud-migration-through-data-engineering/index.html b/about-me/projects/46-podcast-streamlining-cloud-migration-through-data-engineering/index.html index 02a4a3215d7..df506d3a271 100644 --- a/about-me/projects/46-podcast-streamlining-cloud-migration-through-data-engineering/index.html +++ b/about-me/projects/46-podcast-streamlining-cloud-migration-through-data-engineering/index.html @@ -18,19 +18,19 @@ - - + + -
Skip to main content

Podcast - Streamlining Cloud Migration Through Data Engineering

+

Podcast - Streamlining Cloud Migration Through Data Engineering

In the fast-evolving world of cloud computing, a successful migration isn't just about moving infrastructure—it's about handling data with precision. Data engineering plays a pivotal role in ensuring a seamless, efficient, and secure cloud migration.

From designing robust data pipelines to managing complex transformations and optimizing performance, the right strategies can make or break the process. In this webinar we will explore how tech teams and decision-makers can unlock the full potential of cloud migration by focusing on key data engineering practices and proven methods to avoid common pitfalls.

Podcast Details​

  • Speaker - Deepak Sood, Sr. AI, Data & DevOps Architect, OpsTree Solutions
    • -
  • Date - 15th October 2024
    • +
  • Date - Tuesday, 15th October 2024
  • Time - 6:30 pm – 8:00 pm (IST)

Workshop Agenda​

@@ -52,6 +52,6 @@

Who Should
  • Tech teams involved in cloud migration projects
  • IT decision-makers looking to streamline cloud strategies
  • Data engineers and cloud architects aiming to improve migration efficiency
    • -

    Copyright © 2024 Deep Notes, Built with ❤️
    +
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    Skip to main content

    GenAI Case Study - Careers360

    +

    GenAI Case Study - Careers360

    Case Study: Enhancing Productivity at Careers360 with GenAI and Amazon Bedrock

    Client Overview​

    Careers360 is a prominent educational platform offering insights, reviews, and guidance to millions of students and professionals across India. The platform relies heavily on content creation, research, and updates to maintain its relevance in the rapidly changing educational landscape.

    @@ -57,6 +57,13 @@

    ResultsImpact​

    Opstree’s solution empowered Careers360’s content team to focus on higher-level content creation, free from the burden of manual research. The implementation of the RAG model not only boosted productivity but also improved content quality, as the team could now base their articles and reports on more precise, up-to-date information.

    Conclusion​

    -

    With Opstree’s GenAI-driven solution using Amazon Bedrock, Careers360 was able to transform its content operations, achieving greater efficiency and saving significant research time for its large team of content creators.

    Copyright © 2024 Deep Notes, Built with ❤️
    +

    With Opstree’s GenAI-driven solution using Amazon Bedrock, Careers360 was able to transform its content operations, achieving greater efficiency and saving significant research time for its large team of content creators.

    +

    Why Choose OpsTree​

    +

    1. Expertise in Custom GenAI Solutions​

    +

    OpsTree specializes in designing and deploying tailored GenAI solutions, like Retrieval-Augmented Generation (RAG), that cater to your unique business needs. Leveraging platforms like Amazon Bedrock, we create models fine-tuned to your data and workflows, ensuring the AI-generated insights are relevant, actionable, and optimized for your specific use cases.

    +

    2. Seamless Integration with AWS Ecosystem​

    +

    As AWS experts, OpsTree excels in integrating GenAI models with existing AWS services such as S3, Lambda, SageMaker, and more. This enables end-to-end automation, real-time updates, and seamless scalability, making your GenAI solution robust and future-proof while benefiting from AWS’s secure infrastructure.

    +

    3. Proven Track Record with Scalable AI Solutions​

    +

    OpsTree has a proven history of successfully delivering AI-driven projects, including large-scale content research systems like the one implemented for Careers360. Our expertise in deploying scalable, cost-optimized AI solutions ensures that you receive a high-performance, enterprise-grade system that can handle evolving data demands efficiently.

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    Skip to main content

    RAG / GenAI Presentation

    +

    RAG / GenAI Presentation

    TFUG - TensorFlow User Group Ghaziabad

    Commudle - Connect & Learn With Software Developers

    Presentation

    diff --git a/about-me/projects/49-data-practical-use-cases/index.html b/about-me/projects/49-data-practical-use-cases/index.html index 78e397be461..b8c7dab020f 100644 --- a/about-me/projects/49-data-practical-use-cases/index.html +++ b/about-me/projects/49-data-practical-use-cases/index.html @@ -18,13 +18,13 @@ - - + + -

    Data Practical Use Cases

    +

    Data Practical Use Cases

    Data Engineering​

    Data Warehousing and ETL Processes​

    Copyright © 2024 Deep Notes, Built with ❤️
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    Othershttps://explosion.ai/software
  • https://web.superquery.io
  • Announcing New Tools for Building with Generative AI on AWS | AWS Machine Learning Blog
    • +
  • 7 Free Machine Learning Tools Every Beginner Should Master in 2024 - MachineLearningMastery.com +
      +
    • Scikit-learn
      • +
    • Great Expectations
      • +
    • MLflow
      • +
    • DVC (Data Version Control)
      • +
    • SHAP (SHapley Additive exPlanations)
      • +
    • FastAPI
      • +
    • Docker
      • +
    +

    • SAAS Tools​

    Copyright © 2024 Deep Notes, Built with ❤️
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    Copyright © 2024 Deep Notes, Built with ❤️
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    +
  • Welcome to State of AI Report 2024
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  • How Much Trust Do You Have with LLM-Based Solutions? • Matthew Salmon • GOTO 2024 - YouTube
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    ResourcesLet's reproduce GPT-2 (124M) - YouTube
  • Scaling and Reliability Challenges of LLama3
  • Building LLMs from the Ground Up: A 3-hour Coding Workshop - YouTube
    • -
    +
  • How AWS engineers infrastructure to power generative AI
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    EvaluationGitHub - tatsu-lab/alpaca_eval: An automatic evaluator for instruction-following language models. Human-validated, high-quality, cheap, and fast.
  • A Gentle Introduction to LLM Evaluations - Elena Samuylova - YouTube
  • Eureka: OSS Framework to evaluate LLMs - by Bugra Akyildiz
    • +
  • The Needle In a Haystack Test. Evaluating the performance of RAG… | by Aparna Dhinakaran | Towards Data Science + +

    • Tools​

    +
  • The Perfect Cheating Machine? - Cal Newport
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    ChatGPT / Bard
  • ChatGPT Code Interpreter is like a Data Scientist on steroids
  • The Amazing AI Super Tutor for Students and Teachers | Sal Khan | TED - YouTube
  • WebChatGPT: ChatGPT with internet access | Chrome Web Store - Extensions
    • -
  • NotebookLM | Note Taking & Research Assistant Powered by AI
    • +
  • NotebookLM | Note Taking & Research Assistant Powered by AI + +

    • AI Generators​

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    Referenceshttps://www.toptal.com/machine-learning/interview-questions
  • Mathematics of Machine Learning
  • A friendly introduction to linear algebra for ML (ML Tech Talks) - YouTube
    • -
    +
  • A Roadmap for Your Machine Learning Career - MachineLearningMastery.com
    • +
    \ No newline at end of file diff --git a/ai/ml-fundamentals/loss-function/index.html b/ai/ml-fundamentals/loss-function/index.html index fb418d5be08..ec121c005c3 100644 --- a/ai/ml-fundamentals/loss-function/index.html +++ b/ai/ml-fundamentals/loss-function/index.html @@ -18,8 +18,8 @@ - - + + diff --git a/ai/ml-fundamentals/ml-classification/index.html b/ai/ml-fundamentals/ml-classification/index.html index f18868d242a..3aa825c5fec 100644 --- a/ai/ml-fundamentals/ml-classification/index.html +++ b/ai/ml-fundamentals/ml-classification/index.html @@ -18,8 +18,8 @@ - - + + diff --git a/ai/ml-fundamentals/ml-process/index.html b/ai/ml-fundamentals/ml-process/index.html index f36bccd5a37..3fbd194122b 100644 --- a/ai/ml-fundamentals/ml-process/index.html +++ b/ai/ml-fundamentals/ml-process/index.html @@ -18,8 +18,8 @@ - - + + diff --git a/ai/ml-fundamentals/neural-networks-3b1b/index.html b/ai/ml-fundamentals/neural-networks-3b1b/index.html index 9e641eec6da..9f3e1eb49bf 100644 --- a/ai/ml-fundamentals/neural-networks-3b1b/index.html +++ b/ai/ml-fundamentals/neural-networks-3b1b/index.html @@ -18,8 +18,8 @@ - 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    Mamba: The Easy Way

    -

    Mamba Explained

    +

    Mamba Explained

    +

    +
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    udlbook
  • Learn Machine Learning in 2024
  • 5 Free AI Courses With Certifications In 2024
    • +
  • A Roadmap for Your Machine Learning Career - MachineLearningMastery.com
    • +
  • AWS Certified AI Practitioner (AIF-C01) – Full Course to PASS the Certification Exam - YouTube

    • DS (Data Science) + DA (Data Analytics) + DE (Data Engineering)​

    +
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    image

    References​

    -

    http://scikit-learn.org/stable/tutorial/machine_learning_map

    -

    http://scikit-learn.org/stable/modules/classes.html

    -

    Machine Learning with Python and Scikit-Learn - Full Course - YouTube

    +
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techniques"]}),"\n",(0,i.jsx)(t.p,{children:(0,i.jsx)(t.img,{alt:"image",src:n(839830).Z+"",width:"1100",height:"807"})}),"\n",(0,i.jsxs)(t.p,{children:["The data modeling process. The figure illustrates the way data models are developed and used today . A ",(0,i.jsx)(t.a,{href:"https://en.wikipedia.org/wiki/Conceptual_schema",children:"conceptual data model"})," is developed based on the data ",(0,i.jsx)(t.a,{href:"https://en.wikipedia.org/wiki/Requirement",children:"requirements"})," for the application that is being developed, perhaps in the context of an ",(0,i.jsx)(t.a,{href:"https://en.wikipedia.org/wiki/Activity_diagram",children:"activity model"}),". The data model will normally consist of entity types, attributes, relationships, integrity rules, and the definitions of those objects. This is then used as the start point for interface or database design."]}),"\n",(0,i.jsx)(t.p,{children:(0,i.jsx)(t.a,{href:"https://en.wikipedia.org/wiki/Data_modeling",children:"https://en.wikipedia.org/wiki/Data_modeling"})}),"\n",(0,i.jsx)(t.p,{children:"Data modeling (data modelling) is the process of creating a data model for the data to be stored in a Database. This data model is a conceptual representation of Data objects, the associations between different data objects and the rules. Data modeling helps in the visual representation of data and enforces business rules, regulatory compliances, and government policies on the data. Data Models ensure consistency in naming conventions, default values, semantics, security while ensuring quality of the data."}),"\n",(0,i.jsx)(t.p,{children:"Data model emphasizes on what data is needed and how it should be organized instead of what operations need to be performed on the data. Data Model is like architect's building plan which helps to build a conceptual model and set the relationship between data items.\nThe two types of Data Models techniques are"}),"\n",(0,i.jsxs)(t.ol,{children:["\n",(0,i.jsx)(t.li,{children:"Entity Relationship (E-R) Model"}),"\n",(0,i.jsx)(t.li,{children:"UML (Unified Modelling Language)"}),"\n"]}),"\n",(0,i.jsx)(t.h2,{id:"why-use-data-model",children:"Why use Data Model?"}),"\n",(0,i.jsx)(t.p,{children:"The primary goal of using data model are:"}),"\n",(0,i.jsxs)(t.ul,{children:["\n",(0,i.jsx)(t.li,{children:"Ensures that all data objects required by the database are accurately represented. Omission of data will lead to creation of faulty reports and produce incorrect results."}),"\n",(0,i.jsx)(t.li,{children:"A data model helps design the database at the conceptual, physical and logical levels."}),"\n",(0,i.jsx)(t.li,{children:"Data Model structure helps to define the relational tables, primary and foreign keys and stored procedures."}),"\n",(0,i.jsx)(t.li,{children:"It provides a clear picture of the base data and can be used by database developers to create a physical database."}),"\n",(0,i.jsx)(t.li,{children:"It is also helpful to identify missing and redundant data."}),"\n",(0,i.jsx)(t.li,{children:"Though the initial creation of data model is labor and time consuming, in the long run, it makes your IT infrastructure upgrade and maintenance cheaper and faster."}),"\n"]}),"\n",(0,i.jsx)(t.h2,{id:"types-of-data-models",children:"Types of Data Models"}),"\n",(0,i.jsx)(t.p,{children:"There are mainly three different types of data models:"}),"\n",(0,i.jsxs)(t.ul,{children:["\n",(0,i.jsxs)(t.li,{children:["\n",(0,i.jsxs)(t.p,{children:[(0,i.jsx)(t.strong,{children:"Conceptual:"})," This Data Model defines ",(0,i.jsx)(t.strong,{children:"WHAT"})," the system contains. This model is typically created by Business stakeholders and Data Architects. The purpose is to organize, scope and define business concepts and rules."]}),"\n"]}),"\n",(0,i.jsxs)(t.li,{children:["\n",(0,i.jsxs)(t.p,{children:[(0,i.jsx)(t.strong,{children:"Logical:"})," Defines ",(0,i.jsx)(t.strong,{children:"HOW"})," the system should be implemented regardless of the DBMS. This model is typically created by Data Architects and Business Analysts. The purpose is to developed technical map of rules and data structures."]}),"\n"]}),"\n",(0,i.jsxs)(t.li,{children:["\n",(0,i.jsxs)(t.p,{children:[(0,i.jsx)(t.strong,{children:"Physical:"})," This Data Model describes ",(0,i.jsx)(t.strong,{children:"HOW"})," the system will be implemented using a specific DBMS system. This model is typically created by DBA and developers. The purpose is actual implementation of the database."]}),"\n"]}),"\n"]}),"\n",(0,i.jsx)(t.p,{children:(0,i.jsx)(t.img,{alt:"image",src:n(932566).Z+"",width:"535",height:"375"})}),"\n",(0,i.jsx)(t.p,{children:(0,i.jsx)(t.a,{href:"https://www.guru99.com/data-modelling-conceptual-logical.html",children:"https://www.guru99.com/data-modelling-conceptual-logical.html"})}),"\n",(0,i.jsx)(t.h2,{id:"tenets-of-nosql-data-modeling",children:"Tenets of NoSQL Data Modeling"}),"\n",(0,i.jsxs)(t.ul,{children:["\n",(0,i.jsxs)(t.li,{children:["Understand the use case","\n",(0,i.jsxs)(t.ul,{children:["\n",(0,i.jsxs)(t.li,{children:["Nature of the application","\n",(0,i.jsxs)(t.ul,{children:["\n",(0,i.jsx)(t.li,{children:"OLTP/OLAP/DSS (Decision Support System)"}),"\n",(0,i.jsx)(t.li,{children:"Define the Entity-Relationship Model"}),"\n",(0,i.jsxs)(t.li,{children:["Identify Data Life Cycle","\n",(0,i.jsxs)(t.ul,{children:["\n",(0,i.jsx)(t.li,{children:"TTL, Backup/Archival, etc"}),"\n"]}),"\n"]}),"\n"]}),"\n"]}),"\n"]}),"\n"]}),"\n",(0,i.jsxs)(t.li,{children:["Define the access patterns","\n",(0,i.jsxs)(t.ul,{children:["\n",(0,i.jsxs)(t.li,{children:["Read/Write workloads","\n",(0,i.jsxs)(t.ul,{children:["\n",(0,i.jsx)(t.li,{children:"Identify data sources"}),"\n",(0,i.jsx)(t.li,{children:"Define query aggregations"}),"\n",(0,i.jsx)(t.li,{children:"Document all workflows"}),"\n"]}),"\n"]}),"\n"]}),"\n"]}),"\n",(0,i.jsx)(t.li,{children:"NoSQL Data Model is not flexible (it's efficient)"}),"\n",(0,i.jsxs)(t.li,{children:["Data-modeling","\n",(0,i.jsxs)(t.ul,{children:["\n",(0,i.jsxs)(t.li,{children:["Avoid relational design patterns, use one table","\n",(0,i.jsxs)(t.ul,{children:["\n",(0,i.jsxs)(t.li,{children:["1 application service = 1 table","\n",(0,i.jsxs)(t.ul,{children:["\n",(0,i.jsx)(t.li,{children:"Reduce round trips"}),"\n",(0,i.jsx)(t.li,{children:"Simplify access patterns"}),"\n"]}),"\n"]}),"\n",(0,i.jsxs)(t.li,{children:["Identify primary keys","\n",(0,i.jsxs)(t.ul,{children:["\n",(0,i.jsx)(t.li,{children:"How will items be inserted and read?"}),"\n",(0,i.jsx)(t.li,{children:"Overload items into partitions"}),"\n"]}),"\n"]}),"\n",(0,i.jsx)(t.li,{children:"Define indexes for secondary access patterns"}),"\n"]}),"\n"]}),"\n"]}),"\n"]}),"\n",(0,i.jsx)(t.li,{children:"Review -> Repeat -> Review"}),"\n"]}),"\n",(0,i.jsx)(t.p,{children:(0,i.jsx)(t.a,{href:"https://www.toptal.com/data-modeling/interview-questions",children:"https://www.toptal.com/data-modeling/interview-questions"})}),"\n",(0,i.jsx)(t.h2,{id:"schema",children:"Schema"}),"\n",(0,i.jsxs)(t.p,{children:["From a very simple point of view, a relational database comprises ",(0,i.jsx)(t.em,{children:"tables"})," with multiple ",(0,i.jsx)(t.em,{children:"columns"})," and ",(0,i.jsx)(t.em,{children:"rows"}),", and ",(0,i.jsx)(t.em,{children:"relationships"})," between them. The collection of database objects' definitions associated within a certain namespace is called a ",(0,i.jsx)(t.em,{children:"schema"}),". You can also consider a schema to be the definition of your data structures within your database."]}),"\n",(0,i.jsxs)(t.p,{children:["Just as our data changes over time with Data Manipulation Language (DML) statements, so does our schema. We need to add more tables, add and remove columns, and so on. The process of evolving our database structure over time is called ",(0,i.jsx)(t.em,{children:"schema evolution"}),"."]}),"\n",(0,i.jsxs)(t.p,{children:["Schema evolution uses Data Definition Language (DDL) statements to transition the database structure from one version to the other. The set of statements used in each one of these transitions is called ",(0,i.jsx)(t.em,{children:"database migrations"}),", or simply ",(0,i.jsx)(t.em,{children:"migrations"}),".- Migrating to Microservices Databases, Chapter 3, Evolving your Relational Database"]}),"\n",(0,i.jsx)(t.h2,{id:"extensible-data-modeling",children:"Extensible Data Modeling"}),"\n",(0,i.jsx)(t.p,{children:"Designing an extensible, flexible schema that supports user customization is a common requirement, but it's easy to paint yourself into a corner.\nExamples of extensible database requirements:"}),"\n",(0,i.jsxs)(t.ul,{children:["\n",(0,i.jsx)(t.li,{children:"A database that allows users to declare new fields on demand."}),"\n",(0,i.jsx)(t.li,{children:"Or an e-commerce catalog with many products, each with distinct attributes."}),"\n",(0,i.jsx)(t.li,{children:"Or a content management platform that supports extensions for custom data."}),"\n"]}),"\n",(0,i.jsx)(t.p,{children:"The solutions we use to meet these requirements is overly complex and the performance is terrible. How should we find the right balance between schema and schemaless database design?"}),"\n",(0,i.jsx)(t.p,{children:"I'll briefly cover the disadvantages of Entity-Attribute-Value (EAV), a problematic design that's an example of the antipattern called the Inner-Platform Effect, That is, modeling an attribute-management system on top of the RDBMS architecture, which already provides attributes through columns, data types, and constraints."}),"\n",(0,i.jsx)(t.p,{children:"Then we'll discuss the pros and cons of alternative data modeling patterns, with respect to developer productivity, data integrity, storage efficiency and query performance, and ease of extensibility."}),"\n",(0,i.jsxs)(t.ul,{children:["\n",(0,i.jsx)(t.li,{children:"Class Table Inheritance"}),"\n",(0,i.jsx)(t.li,{children:"Serialized BLOB"}),"\n",(0,i.jsx)(t.li,{children:"Inverted 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e.components?e.components(a):e.components||a:l(e.components),i.createElement(s.Provider,{value:t},e.children)}}}]); \ No newline at end of file diff --git a/assets/js/00a4f16c.f3afb66a.js b/assets/js/00a4f16c.f3afb66a.js new file mode 100644 index 00000000000..ed8cad68895 --- /dev/null +++ b/assets/js/00a4f16c.f3afb66a.js @@ -0,0 +1 @@ +"use strict";(self.webpackChunkdeep_notes=self.webpackChunkdeep_notes||[]).push([[78360],{145387:(e,n,t)=>{t.r(n),t.d(n,{assets:()=>r,contentTitle:()=>l,default:()=>h,frontMatter:()=>s,metadata:()=>d,toc:()=>o});var i=t(785893),a=t(511151);const s={},l="Data Modeling",d={id:"databases/modeling/data-modeling",title:"Data Modeling",description:"Data modeling in software engineering is the process of creating a data model for an information system by applying certain formal techniques",source:"@site/docs/databases/modeling/data-modeling.md",sourceDirName:"databases/modeling",slug:"/databases/modeling/data-modeling",permalink:"/databases/modeling/data-modeling",draft:!1,unlisted:!1,editUrl:"https://github.com/deepaksood619/deepaksood619.github.io/tree/master/docs/databases/modeling/data-modeling.md",tags:[],version:"current",lastUpdatedAt:1729323453,formattedLastUpdatedAt:"Oct 19, 2024",frontMatter:{},sidebar:"tutorialSidebar",previous:{title:"Modeling",permalink:"/databases/modeling/"},next:{title:"ER Diagrams (Entity Relationships)",permalink:"/databases/modeling/er-diagrams-entity-relationships"}},r={},o=[{value:"Why use Data Model?",id:"why-use-data-model",level:2},{value:"Types of Data Models",id:"types-of-data-models",level:2},{value:"Tenets of NoSQL Data Modeling",id:"tenets-of-nosql-data-modeling",level:2},{value:"Schema",id:"schema",level:2},{value:"Extensible Data 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",(0,i.jsx)(n.a,{href:"https://en.wikipedia.org/wiki/Data_model",children:"data model"})," for an ",(0,i.jsx)(n.a,{href:"https://en.wikipedia.org/wiki/Information_system",children:"information system"})," by applying certain formal techniques"]}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.img,{alt:"image",src:t(839830).Z+"",width:"1100",height:"807"})}),"\n",(0,i.jsxs)(n.p,{children:["The data modeling process. The figure illustrates the way data models are developed and used today . A ",(0,i.jsx)(n.a,{href:"https://en.wikipedia.org/wiki/Conceptual_schema",children:"conceptual data model"})," is developed based on the data ",(0,i.jsx)(n.a,{href:"https://en.wikipedia.org/wiki/Requirement",children:"requirements"})," for the application that is being developed, perhaps in the context of an ",(0,i.jsx)(n.a,{href:"https://en.wikipedia.org/wiki/Activity_diagram",children:"activity model"}),". The data model will normally consist of entity types, attributes, relationships, integrity rules, and the definitions of those objects. This is then used as the start point for interface or database design."]}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.a,{href:"https://en.wikipedia.org/wiki/Data_modeling",children:"https://en.wikipedia.org/wiki/Data_modeling"})}),"\n",(0,i.jsx)(n.p,{children:"Data modeling (data modelling) is the process of creating a data model for the data to be stored in a Database. This data model is a conceptual representation of Data objects, the associations between different data objects and the rules. Data modeling helps in the visual representation of data and enforces business rules, regulatory compliances, and government policies on the data. Data Models ensure consistency in naming conventions, default values, semantics, security while ensuring quality of the data."}),"\n",(0,i.jsx)(n.p,{children:"Data model emphasizes on what data is needed and how it should be organized instead of what operations need to be performed on the data. Data Model is like architect's building plan which helps to build a conceptual model and set the relationship between data items.\nThe two types of Data Models techniques are"}),"\n",(0,i.jsxs)(n.ol,{children:["\n",(0,i.jsx)(n.li,{children:"Entity Relationship (E-R) Model"}),"\n",(0,i.jsx)(n.li,{children:"UML (Unified Modelling Language)"}),"\n"]}),"\n",(0,i.jsx)(n.h2,{id:"why-use-data-model",children:"Why use Data Model?"}),"\n",(0,i.jsx)(n.p,{children:"The primary goal of using data model are:"}),"\n",(0,i.jsxs)(n.ul,{children:["\n",(0,i.jsx)(n.li,{children:"Ensures that all data objects required by the database are accurately represented. Omission of data will lead to creation of faulty reports and produce incorrect results."}),"\n",(0,i.jsx)(n.li,{children:"A data model helps design the database at the conceptual, physical and logical levels."}),"\n",(0,i.jsx)(n.li,{children:"Data Model structure helps to define the relational tables, primary and foreign keys and stored procedures."}),"\n",(0,i.jsx)(n.li,{children:"It provides a clear picture of the base data and can be used by database developers to create a physical database."}),"\n",(0,i.jsx)(n.li,{children:"It is also helpful to identify missing and redundant data."}),"\n",(0,i.jsx)(n.li,{children:"Though the initial creation of data model is labor and time consuming, in the long run, it makes your IT infrastructure upgrade and maintenance cheaper and faster."}),"\n"]}),"\n",(0,i.jsx)(n.h2,{id:"types-of-data-models",children:"Types of Data Models"}),"\n",(0,i.jsx)(n.p,{children:"There are mainly three different types of data models:"}),"\n",(0,i.jsxs)(n.ul,{children:["\n",(0,i.jsxs)(n.li,{children:["\n",(0,i.jsxs)(n.p,{children:[(0,i.jsx)(n.strong,{children:"Conceptual:"})," This Data Model defines ",(0,i.jsx)(n.strong,{children:"WHAT"})," the system contains. This model is typically created by Business stakeholders and Data Architects. The purpose is to organize, scope and define business concepts and rules."]}),"\n"]}),"\n",(0,i.jsxs)(n.li,{children:["\n",(0,i.jsxs)(n.p,{children:[(0,i.jsx)(n.strong,{children:"Logical:"})," Defines ",(0,i.jsx)(n.strong,{children:"HOW"})," the system should be implemented regardless of the DBMS. This model is typically created by Data Architects and Business Analysts. The purpose is to developed technical map of rules and data structures."]}),"\n"]}),"\n",(0,i.jsxs)(n.li,{children:["\n",(0,i.jsxs)(n.p,{children:[(0,i.jsx)(n.strong,{children:"Physical:"})," This Data Model describes ",(0,i.jsx)(n.strong,{children:"HOW"})," the system will be implemented using a specific DBMS system. This model is typically created by DBA and developers. The purpose is actual implementation of the database."]}),"\n"]}),"\n"]}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.img,{alt:"image",src:t(932566).Z+"",width:"535",height:"375"})}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.a,{href:"https://www.guru99.com/data-modelling-conceptual-logical.html",children:"https://www.guru99.com/data-modelling-conceptual-logical.html"})}),"\n",(0,i.jsx)(n.h2,{id:"tenets-of-nosql-data-modeling",children:"Tenets of NoSQL Data Modeling"}),"\n",(0,i.jsxs)(n.ul,{children:["\n",(0,i.jsxs)(n.li,{children:["Understand the use case","\n",(0,i.jsxs)(n.ul,{children:["\n",(0,i.jsxs)(n.li,{children:["Nature of the application","\n",(0,i.jsxs)(n.ul,{children:["\n",(0,i.jsx)(n.li,{children:"OLTP/OLAP/DSS (Decision Support System)"}),"\n",(0,i.jsx)(n.li,{children:"Define the Entity-Relationship Model"}),"\n",(0,i.jsxs)(n.li,{children:["Identify Data Life Cycle","\n",(0,i.jsxs)(n.ul,{children:["\n",(0,i.jsx)(n.li,{children:"TTL, Backup/Archival, etc"}),"\n"]}),"\n"]}),"\n"]}),"\n"]}),"\n"]}),"\n"]}),"\n",(0,i.jsxs)(n.li,{children:["Define the access patterns","\n",(0,i.jsxs)(n.ul,{children:["\n",(0,i.jsxs)(n.li,{children:["Read/Write workloads","\n",(0,i.jsxs)(n.ul,{children:["\n",(0,i.jsx)(n.li,{children:"Identify data sources"}),"\n",(0,i.jsx)(n.li,{children:"Define query aggregations"}),"\n",(0,i.jsx)(n.li,{children:"Document all workflows"}),"\n"]}),"\n"]}),"\n"]}),"\n"]}),"\n",(0,i.jsx)(n.li,{children:"NoSQL Data Model is not flexible (it's efficient)"}),"\n",(0,i.jsxs)(n.li,{children:["Data-modeling","\n",(0,i.jsxs)(n.ul,{children:["\n",(0,i.jsxs)(n.li,{children:["Avoid relational design patterns, use one table","\n",(0,i.jsxs)(n.ul,{children:["\n",(0,i.jsxs)(n.li,{children:["1 application service = 1 table","\n",(0,i.jsxs)(n.ul,{children:["\n",(0,i.jsx)(n.li,{children:"Reduce round trips"}),"\n",(0,i.jsx)(n.li,{children:"Simplify access patterns"}),"\n"]}),"\n"]}),"\n",(0,i.jsxs)(n.li,{children:["Identify primary keys","\n",(0,i.jsxs)(n.ul,{children:["\n",(0,i.jsx)(n.li,{children:"How will items be inserted and read?"}),"\n",(0,i.jsx)(n.li,{children:"Overload items into partitions"}),"\n"]}),"\n"]}),"\n",(0,i.jsx)(n.li,{children:"Define indexes for secondary access patterns"}),"\n"]}),"\n"]}),"\n"]}),"\n"]}),"\n",(0,i.jsx)(n.li,{children:"Review -> Repeat -> Review"}),"\n"]}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.a,{href:"https://www.toptal.com/data-modeling/interview-questions",children:"https://www.toptal.com/data-modeling/interview-questions"})}),"\n",(0,i.jsx)(n.h2,{id:"schema",children:"Schema"}),"\n",(0,i.jsxs)(n.p,{children:["From a very simple point of view, a relational database comprises ",(0,i.jsx)(n.em,{children:"tables"})," with multiple ",(0,i.jsx)(n.em,{children:"columns"})," and ",(0,i.jsx)(n.em,{children:"rows"}),", and ",(0,i.jsx)(n.em,{children:"relationships"})," between them. The collection of database objects' definitions associated within a certain namespace is called a ",(0,i.jsx)(n.em,{children:"schema"}),". You can also consider a schema to be the definition of your data structures within your database."]}),"\n",(0,i.jsxs)(n.p,{children:["Just as our data changes over time with Data Manipulation Language (DML) statements, so does our schema. We need to add more tables, add and remove columns, and so on. The process of evolving our database structure over time is called ",(0,i.jsx)(n.em,{children:"schema evolution"}),"."]}),"\n",(0,i.jsxs)(n.p,{children:["Schema evolution uses Data Definition Language (DDL) statements to transition the database structure from one version to the other. The set of statements used in each one of these transitions is called ",(0,i.jsx)(n.em,{children:"database migrations"}),", or simply ",(0,i.jsx)(n.em,{children:"migrations"}),".- Migrating to Microservices Databases, Chapter 3, Evolving your Relational Database"]}),"\n",(0,i.jsx)(n.h2,{id:"extensible-data-modeling",children:"Extensible Data Modeling"}),"\n",(0,i.jsx)(n.p,{children:"Designing an extensible, flexible schema that supports user customization is a common requirement, but it's easy to paint yourself into a corner.\nExamples of extensible database requirements:"}),"\n",(0,i.jsxs)(n.ul,{children:["\n",(0,i.jsx)(n.li,{children:"A database that allows users to declare new fields on demand."}),"\n",(0,i.jsx)(n.li,{children:"Or an e-commerce catalog with many products, each with distinct attributes."}),"\n",(0,i.jsx)(n.li,{children:"Or a content management platform that supports extensions for custom data."}),"\n"]}),"\n",(0,i.jsx)(n.p,{children:"The solutions we use to meet these requirements is overly complex and the performance is terrible. How should we find the right balance between schema and schemaless database design?"}),"\n",(0,i.jsx)(n.p,{children:"I'll briefly cover the disadvantages of Entity-Attribute-Value (EAV), a problematic design that's an example of the antipattern called the Inner-Platform Effect, That is, modeling an attribute-management system on top of the RDBMS architecture, which already provides attributes through columns, data types, and constraints."}),"\n",(0,i.jsx)(n.p,{children:"Then we'll discuss the pros and cons of alternative data modeling patterns, with respect to developer productivity, data integrity, storage efficiency and query performance, and ease of extensibility."}),"\n",(0,i.jsxs)(n.ul,{children:["\n",(0,i.jsx)(n.li,{children:"Class Table Inheritance"}),"\n",(0,i.jsx)(n.li,{children:"Serialized BLOB"}),"\n",(0,i.jsx)(n.li,{children:"Inverted 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Discover How This Japanese Technique Helps in Managing Your Money - The 1% News"})}),"\n",(0,t.jsx)(n.li,{children:(0,t.jsx)(n.a,{href:"https://freefincal.com/5-emotional-mistakes-that-lead-to-common-financial-mistakes/",children:"5 Emotional Mistakes That Lead to Common Financial Mistakes"})}),"\n",(0,t.jsx)(n.li,{children:(0,t.jsx)(n.a,{href:"https://freefincal.com/how-to-stay-invested-in-equity-without-worrying-about-market-falls/",children:"How to stay invested in equity without worrying about market falls"})}),"\n",(0,t.jsx)(n.li,{children:(0,t.jsx)(n.a,{href:"https://news.onepercentclub.io/plan/10-timeless-investing-tips-to-become-a-successful-investor/5382/",children:"10 Timeless Investing Tips for Financial Freedom - The 1% News"})}),"\n",(0,t.jsx)(n.li,{children:(0,t.jsx)(n.a,{href:"https://freefincal.com/can-i-transfer-rs-62-lakhs-from-fds-to-index-funds-and-stay-invested-for-18-years/",children:"Can I transfer Rs. 62 Lakhs from FDs to index funds and stay invested for 18 years?"})}),"\n",(0,t.jsx)(n.li,{children:(0,t.jsx)(n.a,{href:"https://freefincal.com/life-decisions-that-affect-an-indians-bank-balance/",children:"Life Decisions that Affect an Indian's Bank Balance"})}),"\n"]})]})}function d(e={}){const{wrapper:n}={...(0,s.a)(),...e.components};return n?(0,t.jsx)(n,{...e,children:(0,t.jsx)(h,{...e})}):h(e)}},511151:(e,n,i)=>{i.d(n,{Z:()=>r,a:()=>o});var t=i(667294);const s={},a=t.createContext(s);function o(e){const n=t.useContext(a);return t.useMemo((function(){return"function"==typeof e?e(n):{...n,...e}}),[n,e])}function r(e){let n;return n=e.disableParentContext?"function"==typeof e.components?e.components(s):e.components||s:o(e.components),t.createElement(a.Provider,{value:n},e.children)}}}]); \ No newline at end of file diff --git a/assets/js/0489700b.5e7d466a.js b/assets/js/0489700b.f41fb594.js similarity index 92% rename from assets/js/0489700b.5e7d466a.js rename to assets/js/0489700b.f41fb594.js index 3b8b8b30782..a03c99b817f 100644 --- a/assets/js/0489700b.5e7d466a.js +++ b/assets/js/0489700b.f41fb594.js @@ -1 +1 @@ -"use strict";(self.webpackChunkdeep_notes=self.webpackChunkdeep_notes||[]).push([[90379],{11470:(e,n,i)=>{i.r(n),i.d(n,{assets:()=>o,contentTitle:()=>l,default:()=>d,frontMatter:()=>t,metadata:()=>a,toc:()=>c});var s=i(785893),r=i(511151);const t={},l="Creating a Business / Startup",a={id:"about-me/ideas/creating-a-business-startup",title:"Creating a Business / Startup",description:"Brand name - How to create a great brand name | Jonathan Bell",source:"@site/docs/about-me/ideas/creating-a-business-startup.md",sourceDirName:"about-me/ideas",slug:"/about-me/ideas/creating-a-business-startup",permalink:"/about-me/ideas/creating-a-business-startup",draft:!1,unlisted:!1,editUrl:"https://github.com/deepaksood619/deepaksood619.github.io/tree/master/docs/about-me/ideas/creating-a-business-startup.md",tags:[],version:"current",lastUpdatedAt:1728632308,formattedLastUpdatedAt:"Oct 11, 2024",frontMatter:{},sidebar:"tutorialSidebar",previous:{title:"Ideas",permalink:"/about-me/ideas/"},next:{title:"Donations",permalink:"/about-me/ideas/donations"}},o={},c=[{value:"Founders / Entrepreneurship",id:"founders--entrepreneurship",level:2},{value:"Mercenary",id:"mercenary",level:3},{value:"Missionary",id:"missionary",level:3},{value:"Inspirations and Research and Product news",id:"inspirations-and-research-and-product-news",level:2},{value:"How to start startup",id:"how-to-start-startup",level:2},{value:"Startup / Company Culture",id:"startup--company-culture",level:2},{value:"Startup Journey Pyramid",id:"startup-journey-pyramid",level:2},{value:"4 Phase Framework",id:"4-phase-framework",level:3},{value:"Financial model",id:"financial-model",level:2},{value:"Product Intro Examples",id:"product-intro-examples",level:2},{value:"Discovery Commerce Platform (e-commerce)",id:"discovery-commerce-platform-e-commerce",level:2},{value:"Links",id:"links",level:2}];function h(e){const n={a:"a",h1:"h1",h2:"h2",h3:"h3",img:"img",li:"li",ol:"ol",p:"p",strong:"strong",table:"table",tbody:"tbody",td:"td",th:"th",thead:"thead",tr:"tr",ul:"ul",...(0,r.a)(),...e.components};return(0,s.jsxs)(s.Fragment,{children:[(0,s.jsx)(n.h1,{id:"creating-a-business--startup",children:"Creating a Business / Startup"}),"\n",(0,s.jsxs)(n.p,{children:["Brand name - ",(0,s.jsx)(n.a,{href:"https://youtu.be/rzbXht7MJVM",children:"How to create a great brand name | Jonathan Bell"})]}),"\n",(0,s.jsxs)(n.p,{children:[(0,s.jsx)(n.strong,{children:"Megatrends-"})," powerful, transformative forces that could change the global economy, business and society... Think electricity, automobile, the Internet."]}),"\n",(0,s.jsx)(n.p,{children:"You will have either of the 4 problems while building a startup"}),"\n",(0,s.jsxs)(n.ul,{children:["\n",(0,s.jsx)(n.li,{children:"access to capital"}),"\n",(0,s.jsx)(n.li,{children:"building the product customers want"}),"\n",(0,s.jsx)(n.li,{children:"able to distribute your product at scale"}),"\n",(0,s.jsx)(n.li,{children:"ensuring you are able to monetise"}),"\n"]}),"\n",(0,s.jsx)(n.p,{children:"15 day tech startup launch plan:"}),"\n",(0,s.jsxs)(n.ul,{children:["\n",(0,s.jsxs)(n.li,{children:["Domain on ",(0,s.jsx)(n.a,{href:"https://www.linkedin.com/company/godaddy/",children:"GoDaddy"}),"- 5 minutes"]}),"\n",(0,s.jsxs)(n.li,{children:["Logo ideas on ",(0,s.jsx)(n.a,{href:"https://www.linkedin.com/company/dribbble/",children:"Dribbble"}),"- 5 minutes"]}),"\n",(0,s.jsxs)(n.li,{children:["Brand assets on ",(0,s.jsx)(n.a,{href:"https://www.linkedin.com/company/figma/",children:"Figma"}),"- 40 minutes"]}),"\n",(0,s.jsxs)(n.li,{children:["Website template design on ",(0,s.jsx)(n.a,{href:"https://www.linkedin.com/company/wix-com/",children:"Wix.com"}),"- 2 hours"]}),"\n",(0,s.jsxs)(n.li,{children:["Webpage on ",(0,s.jsx)(n.a,{href:"https://www.linkedin.com/company/webflow-inc-/",children:"Webflow"}),"- 2 hours"]}),"\n",(0,s.jsxs)(n.li,{children:["Website to backend workflow on ",(0,s.jsx)(n.a,{href:"https://www.linkedin.com/company/zapier/",children:"Zapier"})," and ",(0,s.jsx)(n.a,{href:"https://www.linkedin.com/company/notionhq/",children:"Notion"}),"- 2 hours"]}),"\n",(0,s.jsxs)(n.li,{children:["Early user testimonial videos on ",(0,s.jsx)(n.a,{href:"https://www.linkedin.com/company/testimonialto/",children:"Testimonial"}),"- 30 minutes"]}),"\n",(0,s.jsxs)(n.li,{children:["Early app building on ",(0,s.jsx)(n.a,{href:"https://www.linkedin.com/company/flutterflow/",children:"FlutterFlow"}),"- 7 days"]}),"\n",(0,s.jsxs)(n.li,{children:["Step by step instructions on using app on ",(0,s.jsx)(n.a,{href:"https://www.linkedin.com/company/userguiding/",children:"UserGuiding"}),"- 2 hours"]}),"\n",(0,s.jsxs)(n.li,{children:["Payment collection on ",(0,s.jsx)(n.a,{href:"https://www.linkedin.com/company/stripe/",children:"Stripe"})," or ",(0,s.jsx)(n.a,{href:"https://www.linkedin.com/company/bolt-com/",children:"Bolt"}),"- 2 hours"]}),"\n",(0,s.jsx)(n.li,{children:"shopify"}),"\n",(0,s.jsx)(n.li,{children:(0,s.jsx)(n.a,{href:"https://gumroad.com",children:"https://gumroad.com"})}),"\n",(0,s.jsx)(n.li,{children:"App distribution on ProductHunt - 5 hours"}),"\n",(0,s.jsxs)(n.li,{children:["Newsletter plan on ",(0,s.jsx)(n.a,{href:"https://www.linkedin.com/company/substack/",children:"Substack"}),"- 7 days"]}),"\n",(0,s.jsxs)(n.li,{children:["SEO on ",(0,s.jsx)(n.a,{href:"https://www.linkedin.com/company/ahrefs/",children:"Ahrefs"}),"- 5 hours"]}),"\n",(0,s.jsxs)(n.li,{children:["Landing page chatbot on ",(0,s.jsx)(n.a,{href:"https://www.linkedin.com/company/landbot-io/",children:"Landbot"}),"- 1 hour"]}),"\n",(0,s.jsxs)(n.li,{children:["CRM on ",(0,s.jsx)(n.a,{href:"https://www.linkedin.com/company/hubspot/",children:"HubSpot"}),"- 1 hour"]}),"\n"]}),"\n",(0,s.jsx)(n.h2,{id:"founders--entrepreneurship",children:"Founders / Entrepreneurship"}),"\n",(0,s.jsx)(n.p,{children:"Two types of founders. 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For example, it has been found out that insulin and the electrical industry are highly oligopolist in the US."]}),"\n",(0,s.jsx)(n.p,{children:(0,s.jsx)(n.a,{href:"https://en.wikipedia.org/wiki/Oligopoly",children:"https://en.wikipedia.org/wiki/Oligopoly"})}),"\n",(0,s.jsx)(n.p,{children:(0,s.jsx)(n.a,{href:"https://www.lennysnewsletter.com/p/wedge",children:"https://www.lennysnewsletter.com/p/wedge"})}),"\n",(0,s.jsx)(n.p,{children:"combine digital and physical"}),"\n",(0,s.jsxs)(n.p,{children:[(0,s.jsx)(n.strong,{children:"Attention Economy -"})," Apps such as Facebook, Youtube that want to increase the time spent on their app... They are generally solving for entertainment or allowing self-expression. 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Think Zoho, Adobe, Evernote, etc.."]}),"\n",(0,s.jsx)(n.p,{children:(0,s.jsx)(n.a,{href:"https://www.youtube.com/watch?v=EHKgZSyBtnA",children:"Rise of Platform Businesses in India | Zomato, Policy Bazaar, IndiaMart | ET Money"})}),"\n",(0,s.jsxs)(n.ul,{children:["\n",(0,s.jsx)(n.li,{children:"Aggregation platform"}),"\n",(0,s.jsx)(n.li,{children:"Social platform"}),"\n",(0,s.jsx)(n.li,{children:"Mobilization platform"}),"\n"]}),"\n",(0,s.jsx)(n.p,{children:(0,s.jsx)(n.img,{alt:"image",src:i(738852).Z+"",width:"990",height:"1096"})}),"\n",(0,s.jsx)(n.p,{children:"The intensity of the signal each problem sends at any given time is determined by a bunch of factors, including:"}),"\n",(0,s.jsxs)(n.ul,{children:["\n",(0,s.jsx)(n.li,{children:"Total Addressable Market (TAM)"}),"\n",(0,s.jsx)(n.li,{children:"Economics"}),"\n",(0,s.jsx)(n.li,{children:"Visibility of the Opportunity"}),"\n",(0,s.jsx)(n.li,{children:"Technical Difficulty of the Problem"}),"\n",(0,s.jsx)(n.li,{children:"Market Structure / Barriers"}),"\n",(0,s.jsx)(n.li,{children:"Impact"}),"\n",(0,s.jsx)(n.li,{children:"Sexiness"}),"\n",(0,s.jsx)(n.li,{children:"How Solved the Problem Already Is"}),"\n"]}),"\n",(0,s.jsx)(n.p,{children:(0,s.jsx)(n.a,{href:"https://www.lennysnewsletter.com/p/what-is-a-good-growth-rate",children:"https://www.lennysnewsletter.com/p/what-is-a-good-growth-rate"})}),"\n",(0,s.jsx)(n.p,{children:(0,s.jsx)(n.img,{alt:"image",src:i(759759).Z+"",width:"958",height:"1488"})}),"\n",(0,s.jsxs)(n.ul,{children:["\n",(0,s.jsx)(n.li,{children:"In the early stages, investors don't care about month-over-month growth"}),"\n",(0,s.jsx)(n.li,{children:"Instead,for early-stage B2B businesses, investors focus on how quickly they ramp to $1m ARR after going live"}),"\n",(0,s.jsx)(n.li,{children:"Along those same lines, for early-stage consumer businesses, it's all about intensity of engagement, virality, and retention - not revenue"}),"\n"]}),"\n",(0,s.jsx)(n.p,{children:(0,s.jsx)(n.a,{href:"https://www.lennysnewsletter.com/p/winning-at-consumer-subscription",children:"https://www.lennysnewsletter.com/p/winning-at-consumer-subscription"})}),"\n",(0,s.jsxs)(n.ol,{children:["\n",(0,s.jsx)(n.li,{children:"An obsession with efficiency"}),"\n",(0,s.jsx)(n.li,{children:"Alignment between product strategy and acquisition strategy"}),"\n",(0,s.jsx)(n.li,{children:"A singular focus to build a magical, sticky product through rapid iteration and endless optimization"}),"\n"]}),"\n",(0,s.jsx)(n.h2,{id:"financial-model",children:"Financial model"}),"\n",(0,s.jsxs)(n.ol,{children:["\n",(0,s.jsx)(n.li,{children:"Start (Summary / Navigation)"}),"\n",(0,s.jsx)(n.li,{children:"Dashboard (which provides a summary of the company)"}),"\n",(0,s.jsx)(n.li,{children:"Edit Sheet (allows you to experiment with different scenarios)"}),"\n",(0,s.jsx)(n.li,{children:"Business plan (For a 5 Year)"}),"\n",(0,s.jsx)(n.li,{children:"Employee Expense"}),"\n",(0,s.jsx)(n.li,{children:"Marketing Expense"}),"\n",(0,s.jsx)(n.li,{children:"Indirect Expense"}),"\n",(0,s.jsx)(n.li,{children:"Industry Analysis"}),"\n",(0,s.jsx)(n.li,{children:"Market Sizing (TAM, SAM, & SOM)"}),"\n",(0,s.jsx)(n.li,{children:"Monthly Profit & Loss"}),"\n",(0,s.jsx)(n.li,{children:"Income Statement"}),"\n",(0,s.jsx)(n.li,{children:"Balance Sheet"}),"\n",(0,s.jsx)(n.li,{children:"Cash flow"}),"\n",(0,s.jsx)(n.li,{children:"Revenue Breakup"}),"\n",(0,s.jsx)(n.li,{children:"Capex"}),"\n",(0,s.jsx)(n.li,{children:"Depreciation"}),"\n",(0,s.jsx)(n.li,{children:"Break Even Analysis (BEP - Break Even Point)"}),"\n",(0,s.jsx)(n.li,{children:"DCF Valuation"}),"\n",(0,s.jsx)(n.li,{children:"Dilution"}),"\n",(0,s.jsx)(n.li,{children:"Profitability Charts"}),"\n",(0,s.jsx)(n.li,{children:"Share Holding pattern"}),"\n"]}),"\n",(0,s.jsx)(n.p,{children:(0,s.jsx)(n.a,{href:"https://www.linkedin.com/posts/meet-jain-596636214_financialmodeling-finance-financialmodelling-activity-7008822429506514944-blUv",children:"https://www.linkedin.com/posts/meet-jain-596636214_financialmodeling-finance-financialmodelling-activity-7008822429506514944-blUv"})}),"\n",(0,s.jsx)(n.p,{children:(0,s.jsx)(n.a,{href:"https://www.youtube.com/watch?v=4hjiRmgmHiU&ab_channel=YCombinator",children:"How To Price For B2B | Startup School - YouTube"})}),"\n",(0,s.jsx)(n.h2,{id:"product-intro-examples",children:"Product Intro Examples"}),"\n",(0,s.jsx)(n.p,{children:(0,s.jsx)(n.a,{href:"https://www.youtube.com/watch?v=igZCEr3HwCg",children:"daily.dev web app - All-in-one developer news reader"})}),"\n",(0,s.jsx)(n.h2,{id:"discovery-commerce-platform-e-commerce",children:"Discovery Commerce Platform (e-commerce)"}),"\n",(0,s.jsx)(n.p,{children:"Discovery commerce is an online sales method based on guiding the buyer towards a product."}),"\n",(0,s.jsxs)(n.p,{children:["Discovery shopping, on the other hand, is where ",(0,s.jsx)(n.strong,{children:"a user visits websites or marketplaces without a defined purpose"}),". This buyer isn\u2019t looking for a specific product, but is open to being pleasantly surprised by exploring an online catalog or receiving suggestions."]}),"\n",(0,s.jsx)(n.p,{children:"Discovery commerce is the equivalent of 'I'm feeling lucky' in Google searches. 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Think electricity, automobile, the Internet."]}),"\n",(0,s.jsx)(n.p,{children:"You will have either of the 4 problems while building a startup"}),"\n",(0,s.jsxs)(n.ul,{children:["\n",(0,s.jsx)(n.li,{children:"access to capital"}),"\n",(0,s.jsx)(n.li,{children:"building the product customers want"}),"\n",(0,s.jsx)(n.li,{children:"able to distribute your product at scale"}),"\n",(0,s.jsx)(n.li,{children:"ensuring you are able to monetise"}),"\n"]}),"\n",(0,s.jsx)(n.p,{children:"15 day tech startup launch plan:"}),"\n",(0,s.jsxs)(n.ul,{children:["\n",(0,s.jsxs)(n.li,{children:["Domain on ",(0,s.jsx)(n.a,{href:"https://www.linkedin.com/company/godaddy/",children:"GoDaddy"}),"- 5 minutes"]}),"\n",(0,s.jsxs)(n.li,{children:["Logo ideas on ",(0,s.jsx)(n.a,{href:"https://www.linkedin.com/company/dribbble/",children:"Dribbble"}),"- 5 minutes"]}),"\n",(0,s.jsxs)(n.li,{children:["Brand assets on ",(0,s.jsx)(n.a,{href:"https://www.linkedin.com/company/figma/",children:"Figma"}),"- 40 minutes"]}),"\n",(0,s.jsxs)(n.li,{children:["Website template design on ",(0,s.jsx)(n.a,{href:"https://www.linkedin.com/company/wix-com/",children:"Wix.com"}),"- 2 hours"]}),"\n",(0,s.jsxs)(n.li,{children:["Webpage on ",(0,s.jsx)(n.a,{href:"https://www.linkedin.com/company/webflow-inc-/",children:"Webflow"}),"- 2 hours"]}),"\n",(0,s.jsxs)(n.li,{children:["Website to backend workflow on ",(0,s.jsx)(n.a,{href:"https://www.linkedin.com/company/zapier/",children:"Zapier"})," and ",(0,s.jsx)(n.a,{href:"https://www.linkedin.com/company/notionhq/",children:"Notion"}),"- 2 hours"]}),"\n",(0,s.jsxs)(n.li,{children:["Early user testimonial videos on ",(0,s.jsx)(n.a,{href:"https://www.linkedin.com/company/testimonialto/",children:"Testimonial"}),"- 30 minutes"]}),"\n",(0,s.jsxs)(n.li,{children:["Early app building on ",(0,s.jsx)(n.a,{href:"https://www.linkedin.com/company/flutterflow/",children:"FlutterFlow"}),"- 7 days"]}),"\n",(0,s.jsxs)(n.li,{children:["Step by step instructions on using app on ",(0,s.jsx)(n.a,{href:"https://www.linkedin.com/company/userguiding/",children:"UserGuiding"}),"- 2 hours"]}),"\n",(0,s.jsxs)(n.li,{children:["Payment collection on ",(0,s.jsx)(n.a,{href:"https://www.linkedin.com/company/stripe/",children:"Stripe"})," or ",(0,s.jsx)(n.a,{href:"https://www.linkedin.com/company/bolt-com/",children:"Bolt"}),"- 2 hours"]}),"\n",(0,s.jsx)(n.li,{children:"shopify"}),"\n",(0,s.jsx)(n.li,{children:(0,s.jsx)(n.a,{href:"https://gumroad.com",children:"https://gumroad.com"})}),"\n",(0,s.jsx)(n.li,{children:"App distribution on ProductHunt - 5 hours"}),"\n",(0,s.jsxs)(n.li,{children:["Newsletter plan on ",(0,s.jsx)(n.a,{href:"https://www.linkedin.com/company/substack/",children:"Substack"}),"- 7 days"]}),"\n",(0,s.jsxs)(n.li,{children:["SEO on ",(0,s.jsx)(n.a,{href:"https://www.linkedin.com/company/ahrefs/",children:"Ahrefs"}),"- 5 hours"]}),"\n",(0,s.jsxs)(n.li,{children:["Landing page chatbot on ",(0,s.jsx)(n.a,{href:"https://www.linkedin.com/company/landbot-io/",children:"Landbot"}),"- 1 hour"]}),"\n",(0,s.jsxs)(n.li,{children:["CRM on ",(0,s.jsx)(n.a,{href:"https://www.linkedin.com/company/hubspot/",children:"HubSpot"}),"- 1 hour"]}),"\n"]}),"\n",(0,s.jsx)(n.h2,{id:"founders--entrepreneurship",children:"Founders / Entrepreneurship"}),"\n",(0,s.jsx)(n.p,{children:"Two types of founders. Mercenary and missionary."}),"\n",(0,s.jsx)(n.h3,{id:"mercenary",children:"Mercenary"}),"\n",(0,s.jsx)(n.p,{children:"Former are the ones who see a gap in the market and attack it. Shoe laces to ball bearings to plastic scoops - as long as there is a better way to serve the market, a market that already exists, they are in."}),"\n",(0,s.jsx)(n.p,{children:"Usually, these are the guys who build profitable companies. Why?"}),"\n",(0,s.jsx)(n.p,{children:"Because they start with how the world is. Not how it should be. They meet the consumer where she stands today. And serve her needs."}),"\n",(0,s.jsx)(n.h3,{id:"missionary",children:"Missionary"}),"\n",(0,s.jsx)(n.p,{children:"Missionary founders are the opposite of mercenary in almost every way."}),"\n",(0,s.jsx)(n.p,{children:"We see how (a certain part of) the world is, and we don\u2019t like it. We want to change it."}),"\n",(0,s.jsx)(n.p,{children:"We don\u2019t go where the consumer is. We try and get her to where we believe she should be (how presumptuous)."}),"\n",(0,s.jsx)(n.p,{children:"And we usually don\u2019t make money. Neither do our companies. Why?"}),"\n",(0,s.jsx)(n.p,{children:"Because we try and play God. We refuse to accept reality. We want to change it. Last I checked, reality remains unbeaten."}),"\n",(0,s.jsx)(n.p,{children:"Change begets friction. This, according to me, is why so many purpose led businesses remain small."}),"\n",(0,s.jsx)(n.p,{children:(0,s.jsx)(n.a,{href:"https://midlifeentrepreneur.substack.com/p/purpose-vs-profit",children:"Purpose vs Profit - by Shashank Mehta"})}),"\n",(0,s.jsx)(n.p,{children:(0,s.jsx)(n.a,{href:"https://midlifeentrepreneur.substack.com/p/the-real-cost-of-entrepreneurship",children:"The Real Cost of Entrepreneurship - by Shashank Mehta"})}),"\n",(0,s.jsx)(n.h2,{id:"inspirations-and-research-and-product-news",children:"Inspirations and Research and Product news"}),"\n",(0,s.jsxs)(n.ul,{children:["\n",(0,s.jsx)(n.li,{children:"Techcrunch"}),"\n",(0,s.jsxs)(n.li,{children:["ProductHunt - ",(0,s.jsx)(n.a,{href:"https://www.producthunt.com/products?order=best_rated&period=2022-11",children:"Best rated products of November 2022. | Product Hunt"})]}),"\n",(0,s.jsx)(n.li,{children:(0,s.jsx)(n.a,{href:"https://www.producthunt.com/golden-kitty-awards/hall-of-fame",children:"Hall of Fame - Golden Kitty Awards Winners | Product Hunt"})}),"\n",(0,s.jsx)(n.li,{children:"Demo Days"}),"\n",(0,s.jsx)(n.li,{children:(0,s.jsx)(n.a,{href:"https://www.youtube.com/@ycombinator",children:"Y Combinator - 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Cost of capital"}),"\n",(0,s.jsx)(n.li,{children:"Government tries to control news media"}),"\n",(0,s.jsxs)(n.li,{children:["Government will never let go of money (Money vs Modern State)","\n",(0,s.jsxs)(n.ul,{children:["\n",(0,s.jsx)(n.li,{children:"Modern states cannot exist without controlling money"}),"\n",(0,s.jsx)(n.li,{children:"State will never let go it's money"}),"\n"]}),"\n"]}),"\n",(0,s.jsx)(n.li,{children:"Junk science (doomscrolling)"}),"\n",(0,s.jsx)(n.li,{children:"Poor man is more independent than rich man since rich man has to worry about money"}),"\n"]}),"\n",(0,s.jsx)(n.p,{children:(0,s.jsx)(n.a,{href:"https://www.youtube.com/watch?v=3Fx5Q8xGU8k&ab_channel=YCombinator",children:"Competition is for Losers with Peter Thiel (How to Start a Startup 2014: 5)"})}),"\n",(0,s.jsxs)(n.ol,{children:["\n",(0,s.jsxs)(n.li,{children:["\n",(0,s.jsx)(n.p,{children:"Capturing Value"}),"\n",(0,s.jsx)(n.p,{children:(0,s.jsx)(n.img,{alt:"image",src:i(918457).Z+"",width:"1101",height:"442"})}),"\n",(0,s.jsx)(n.p,{children:(0,s.jsx)(n.strong,{children:"Perfect competition"})}),"\n",(0,s.jsx)(n.p,{children:(0,s.jsx)(n.img,{alt:"image",src:i(892473).Z+"",width:"1100",height:"323"})}),"\n",(0,s.jsx)(n.p,{children:(0,s.jsx)(n.strong,{children:"Monopoly"})}),"\n",(0,s.jsx)(n.p,{children:(0,s.jsx)(n.img,{alt:"image",src:i(173862).Z+"",width:"1032",height:"404"})}),"\n"]}),"\n",(0,s.jsxs)(n.li,{children:["\n",(0,s.jsx)(n.p,{children:"Lies people tell"}),"\n"]}),"\n",(0,s.jsxs)(n.li,{children:["\n",(0,s.jsx)(n.p,{children:"How to build a monopoly"}),"\n"]}),"\n",(0,s.jsxs)(n.li,{children:["\n",(0,s.jsx)(n.p,{children:"Last mover advantage"}),"\n"]}),"\n",(0,s.jsxs)(n.li,{children:["\n",(0,s.jsx)(n.p,{children:"History of innovation"}),"\n"]}),"\n",(0,s.jsxs)(n.li,{children:["\n",(0,s.jsx)(n.p,{children:"Psychology of competition"}),"\n"]}),"\n"]}),"\n",(0,s.jsxs)(n.table,{children:[(0,s.jsx)(n.thead,{children:(0,s.jsxs)(n.tr,{children:[(0,s.jsx)(n.th,{}),(0,s.jsx)(n.th,{children:(0,s.jsx)(n.strong,{children:"one"})}),(0,s.jsx)(n.th,{children:(0,s.jsx)(n.strong,{children:"few"})})]})}),(0,s.jsxs)(n.tbody,{children:[(0,s.jsxs)(n.tr,{children:[(0,s.jsx)(n.td,{children:(0,s.jsx)(n.strong,{children:"sellers"})}),(0,s.jsx)(n.td,{children:(0,s.jsx)(n.a,{href:"https://en.wikipedia.org/wiki/Monopoly",children:"monopoly"})}),(0,s.jsx)(n.td,{children:"oligopoly"})]}),(0,s.jsxs)(n.tr,{children:[(0,s.jsx)(n.td,{children:(0,s.jsx)(n.strong,{children:"buyers"})}),(0,s.jsx)(n.td,{children:(0,s.jsx)(n.a,{href:"https://en.wikipedia.org/wiki/Monopsony",children:"monopsony"})}),(0,s.jsx)(n.td,{children:(0,s.jsx)(n.a,{href:"https://en.wikipedia.org/wiki/Oligopsony",children:"oligopsony"})})]})]})]}),"\n",(0,s.jsx)(n.p,{children:(0,s.jsx)(n.strong,{children:"Oligopoly"})}),"\n",(0,s.jsxs)(n.p,{children:["An oligopoly is a ",(0,s.jsx)(n.a,{href:"https://en.wikipedia.org/wiki/Market_structure",children:"market form"})," where in a ",(0,s.jsx)(n.a,{href:"https://en.wikipedia.org/wiki/Market_(economics)",children:"market"})," or ",(0,s.jsx)(n.a,{href:"https://en.wikipedia.org/wiki/Industry_(economics)",children:"industry"})," is dominated by a small group of large sellers (oligopolists). For example, it has been found out that insulin and the electrical industry are highly oligopolist in the US."]}),"\n",(0,s.jsx)(n.p,{children:(0,s.jsx)(n.a,{href:"https://en.wikipedia.org/wiki/Oligopoly",children:"https://en.wikipedia.org/wiki/Oligopoly"})}),"\n",(0,s.jsx)(n.p,{children:(0,s.jsx)(n.a,{href:"https://www.lennysnewsletter.com/p/wedge",children:"https://www.lennysnewsletter.com/p/wedge"})}),"\n",(0,s.jsx)(n.p,{children:"combine digital and physical"}),"\n",(0,s.jsxs)(n.p,{children:[(0,s.jsx)(n.strong,{children:"Attention Economy -"})," Apps such as Facebook, Youtube that want to increase the time spent on their app... They are generally solving for entertainment or allowing self-expression. Their north star of these apps revolves around maximizing time spent by customers on the app. Think Spotify, Netflix, PubG, Tiktok etc."]}),"\n",(0,s.jsxs)(n.p,{children:[(0,s.jsx)(n.strong,{children:"Transactions Economy -"})," Apps such as Amazon, Uber or any marketplace or platform that help make purchase decisions quickly. Here time spent is vanity, they focus on utility and fulfillment by increasing the number of transactions on the platform. Think Gpay, Swiggy, or any online retail company etc"]}),"\n",(0,s.jsxs)(n.p,{children:[(0,s.jsx)(n.strong,{children:"Productivity Economy -"})," Apps or products such as Slack, Trello, Microsoft Office, or most SAAS software that are working hard to improve your efficiency at work. Their key goals will revolve around solving a core problem and these measure success through usage, not time spent. Think Zoho, Adobe, Evernote, etc.."]}),"\n",(0,s.jsx)(n.p,{children:(0,s.jsx)(n.a,{href:"https://www.youtube.com/watch?v=EHKgZSyBtnA",children:"Rise of Platform Businesses in India | Zomato, Policy Bazaar, IndiaMart | ET Money"})}),"\n",(0,s.jsxs)(n.ul,{children:["\n",(0,s.jsx)(n.li,{children:"Aggregation platform"}),"\n",(0,s.jsx)(n.li,{children:"Social platform"}),"\n",(0,s.jsx)(n.li,{children:"Mobilization platform"}),"\n"]}),"\n",(0,s.jsx)(n.p,{children:(0,s.jsx)(n.img,{alt:"image",src:i(738852).Z+"",width:"990",height:"1096"})}),"\n",(0,s.jsx)(n.p,{children:"The intensity of the signal each problem sends at any given time is determined by a bunch of factors, including:"}),"\n",(0,s.jsxs)(n.ul,{children:["\n",(0,s.jsx)(n.li,{children:"Total Addressable Market (TAM)"}),"\n",(0,s.jsx)(n.li,{children:"Economics"}),"\n",(0,s.jsx)(n.li,{children:"Visibility of the Opportunity"}),"\n",(0,s.jsx)(n.li,{children:"Technical Difficulty of the Problem"}),"\n",(0,s.jsx)(n.li,{children:"Market Structure / Barriers"}),"\n",(0,s.jsx)(n.li,{children:"Impact"}),"\n",(0,s.jsx)(n.li,{children:"Sexiness"}),"\n",(0,s.jsx)(n.li,{children:"How Solved the Problem Already Is"}),"\n"]}),"\n",(0,s.jsx)(n.p,{children:(0,s.jsx)(n.a,{href:"https://www.lennysnewsletter.com/p/what-is-a-good-growth-rate",children:"https://www.lennysnewsletter.com/p/what-is-a-good-growth-rate"})}),"\n",(0,s.jsx)(n.p,{children:(0,s.jsx)(n.img,{alt:"image",src:i(759759).Z+"",width:"958",height:"1488"})}),"\n",(0,s.jsxs)(n.ul,{children:["\n",(0,s.jsx)(n.li,{children:"In the early stages, investors don't care about month-over-month growth"}),"\n",(0,s.jsx)(n.li,{children:"Instead,for early-stage B2B businesses, investors focus on how quickly they ramp to $1m ARR after going live"}),"\n",(0,s.jsx)(n.li,{children:"Along those same lines, for early-stage consumer businesses, it's all about intensity of engagement, virality, and retention - not revenue"}),"\n"]}),"\n",(0,s.jsx)(n.p,{children:(0,s.jsx)(n.a,{href:"https://www.lennysnewsletter.com/p/winning-at-consumer-subscription",children:"https://www.lennysnewsletter.com/p/winning-at-consumer-subscription"})}),"\n",(0,s.jsxs)(n.ol,{children:["\n",(0,s.jsx)(n.li,{children:"An obsession with efficiency"}),"\n",(0,s.jsx)(n.li,{children:"Alignment between product strategy and acquisition strategy"}),"\n",(0,s.jsx)(n.li,{children:"A singular focus to build a magical, sticky product through rapid iteration and endless optimization"}),"\n"]}),"\n",(0,s.jsx)(n.h2,{id:"financial-model",children:"Financial model"}),"\n",(0,s.jsxs)(n.ol,{children:["\n",(0,s.jsx)(n.li,{children:"Start (Summary / Navigation)"}),"\n",(0,s.jsx)(n.li,{children:"Dashboard (which provides a summary of the company)"}),"\n",(0,s.jsx)(n.li,{children:"Edit Sheet (allows you to experiment with different scenarios)"}),"\n",(0,s.jsx)(n.li,{children:"Business plan (For a 5 Year)"}),"\n",(0,s.jsx)(n.li,{children:"Employee Expense"}),"\n",(0,s.jsx)(n.li,{children:"Marketing Expense"}),"\n",(0,s.jsx)(n.li,{children:"Indirect Expense"}),"\n",(0,s.jsx)(n.li,{children:"Industry Analysis"}),"\n",(0,s.jsx)(n.li,{children:"Market Sizing (TAM, SAM, & SOM)"}),"\n",(0,s.jsx)(n.li,{children:"Monthly Profit & Loss"}),"\n",(0,s.jsx)(n.li,{children:"Income Statement"}),"\n",(0,s.jsx)(n.li,{children:"Balance Sheet"}),"\n",(0,s.jsx)(n.li,{children:"Cash flow"}),"\n",(0,s.jsx)(n.li,{children:"Revenue Breakup"}),"\n",(0,s.jsx)(n.li,{children:"Capex"}),"\n",(0,s.jsx)(n.li,{children:"Depreciation"}),"\n",(0,s.jsx)(n.li,{children:"Break Even Analysis (BEP - Break Even Point)"}),"\n",(0,s.jsx)(n.li,{children:"DCF Valuation"}),"\n",(0,s.jsx)(n.li,{children:"Dilution"}),"\n",(0,s.jsx)(n.li,{children:"Profitability Charts"}),"\n",(0,s.jsx)(n.li,{children:"Share Holding pattern"}),"\n"]}),"\n",(0,s.jsx)(n.p,{children:(0,s.jsx)(n.a,{href:"https://www.linkedin.com/posts/meet-jain-596636214_financialmodeling-finance-financialmodelling-activity-7008822429506514944-blUv",children:"https://www.linkedin.com/posts/meet-jain-596636214_financialmodeling-finance-financialmodelling-activity-7008822429506514944-blUv"})}),"\n",(0,s.jsx)(n.p,{children:(0,s.jsx)(n.a,{href:"https://www.youtube.com/watch?v=4hjiRmgmHiU&ab_channel=YCombinator",children:"How To Price For B2B | Startup School - YouTube"})}),"\n",(0,s.jsx)(n.h2,{id:"product-intro-examples",children:"Product Intro Examples"}),"\n",(0,s.jsx)(n.p,{children:(0,s.jsx)(n.a,{href:"https://www.youtube.com/watch?v=igZCEr3HwCg",children:"daily.dev web app - All-in-one developer news reader"})}),"\n",(0,s.jsx)(n.h2,{id:"discovery-commerce-platform-e-commerce",children:"Discovery Commerce Platform (e-commerce)"}),"\n",(0,s.jsx)(n.p,{children:"Discovery commerce is an online sales method based on guiding the buyer towards a product."}),"\n",(0,s.jsxs)(n.p,{children:["Discovery shopping, on the other hand, is where ",(0,s.jsx)(n.strong,{children:"a user visits websites or marketplaces without a defined purpose"}),". 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It can optionally persist to a disk also. It supports different data structures like simple key-value pairs, sets, queues, strings, hashes, lists, sorted sets with range queries, bitmaps, hyprloglogs and geospatial indexes with radis queries. 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For instance, if you are a conservative investor, you might want to focus on low beta portfolios. But remember what we said earlier beta is a relative measure and does not give us the inherent risk of an asset."}),"\n",(0,s.jsx)(t.h2,{id:"alpha",children:"ALPHA"}),"\n",(0,s.jsx)(t.p,{children:(0,s.jsx)(t.strong,{children:"Alpha - Excess return above the benchmark"})}),"\n",(0,s.jsx)(t.p,{children:"Alpha quite simply measures how much better a fund has performed as compared to its benchmark index."}),"\n",(0,s.jsx)(t.p,{children:"For instance, if the Nifty 50 delivered 10% this past year and your fund did 11% .. then the alpha is +1%. And if your fund underperformed and achieved only 8% .. then the alpha is -2%. This means actively managed funds can have positive or negative alpha depending on how well the fund manager runs the fund. In fact, creating positive alpha is the entire essence behind someone investing in an actively managed fund"}),"\n",(0,s.jsx)(t.p,{children:(0,s.jsx)(t.strong,{children:"Alpha is not an excess return! Alpha is excess return calculated on a risk-adjusted basis."})}),"\n",(0,s.jsxs)(t.ul,{children:["\n",(0,s.jsx)(t.li,{children:"Jensen's alpha = (excess return of index wrt risk-free instrument) -- (a measure of relative volatility wrt nifty 50) x (excess market return wrt risk-free instrument)"}),"\n",(0,s.jsx)(t.li,{children:"the excess return of index wrt risk-free instrument = index return -- MIBOR return"}),"\n",(0,s.jsx)(t.li,{children:"the excess return of market -- nifty 50 -- wrt risk-free instrument = nifty 50 return -- MIBOR return."}),"\n",(0,s.jsx)(t.li,{children:"relative volatility wrt nifty 50 = beta."}),"\n",(0,s.jsx)(t.li,{children:"Alpha = (Stock return -- risk-free return) -- (Benchmark return -- risk-free return) x beta"}),"\n"]}),"\n",(0,s.jsx)(t.p,{children:'Alpha factors in how volatile a fund has been compared to the market. A stock/fund that beats the market but is more volatile than the market in doing so will have lower alpha than a fund with lower volatility. Thus even funds with no excess returns can "produce an alpha".'}),"\n",(0,s.jsx)(t.h3,{id:"jensens-measure--jensens-alpha",children:"Jensen's Measure / Jensen's Alpha"}),"\n",(0,s.jsxs)(t.p,{children:["The Jensen's measure, or Jensen's alpha, is a risk-adjusted performance measure that represents the average return on a portfolio or investment, above or below that predicted by the ",(0,s.jsx)(t.strong,{children:"capital asset pricing model (CAPM)"}),", given the portfolio's or investment's beta and the average market return. This metric is also commonly referred to as simply alpha."]}),"\n",(0,s.jsxs)(t.ul,{children:["\n",(0,s.jsx)(t.li,{children:"The Jensen's measure is the difference in how much a person returns vs. the overall market."}),"\n",(0,s.jsx)(t.li,{children:'Jensen\'s measure is commonly referred to as alpha. When a manager outperforms the market concurrent to risk, they have "delivered alpha" to their clients.'}),"\n",(0,s.jsx)(t.li,{children:"The measure accounts for the risk-free rate of return for the time period."}),"\n"]}),"\n",(0,s.jsx)(t.p,{children:(0,s.jsx)(t.a,{href:"https://www.investopedia.com/terms/j/jensensmeasure.asp",children:"https://www.investopedia.com/terms/j/jensensmeasure.asp"})}),"\n",(0,s.jsx)(t.p,{children:(0,s.jsx)(t.a,{href:"https://www.youtube.com/watch?v=krwSDbuHWd4",children:"Picking Stocks for Long term Investing in 2021 | Investment Strategy for Beginners | Ankur Warikoo"})}),"\n",(0,s.jsx)(t.h2,{id:"r-squared",children:"R-SQUARED"}),"\n",(0,s.jsx)(t.p,{children:"The R-Squared aims to measure a fund's correlation to its benchmark performance. This is done on a scale of 100 which means if the R-Squared is a 100 then it shows that the performance of the mutual fund is perfectly correlated with the performance of the benchmark"}),"\n",(0,s.jsx)(t.p,{children:"This particularly the case when it comes to index funds that have an R-Squared of 99 or 100. On the other end, we typically see actively managed mutual funds which can have a range of R-squared values"}),"\n",(0,s.jsx)(t.h2,{id:"standard-deviation",children:"STANDARD DEVIATION"}),"\n",(0,s.jsx)(t.p,{children:"The standard deviation measures the dispersion of data from its mean and from a mutual fund perspective, it represents the volatility or riskiness of the fund. For instance, let's say a mutual fund delivers 10% average returns over a period of time. But as expected, this fund has had some good months and also some bad months with returns vacillating between +20% and -15%"}),"\n",(0,s.jsx)(t.p,{children:"This up and down trajectory of returns in the mutual fund NAV is what standard deviation captures and presents as an annualized number"}),"\n",(0,s.jsx)(t.h2,{id:"sharpe-ratio",children:"SHARPE RATIO"}),"\n",(0,s.jsx)(t.p,{children:"The Sharpe ratio measures risk-adjusted performance and is calculated by subtracting the risk-free rate of return from the fund's returns and then dividing the result by the standard deviation. In other words, the Sharpe ratio indicates whether a mutual fund's returns are due to the wise investment decisions taken by the fund manager or was it the result of taking excessive risk"}),"\n",(0,s.jsx)(t.p,{children:"Like many statistical tools, the Sharpe ratio too can lead to some misleading inferences if used in isolation. For example, it's commonly possible that a fund with low returns and low standard deviation might show a high Sharpe ratio"}),"\n",(0,s.jsx)(t.p,{children:(0,s.jsx)(t.a,{href:"https://www.youtube.com/watch?v=LRICZjOxdjU",children:"Mutual Fund Risk Measures Explained: Sharpe Ratio"})}),"\n",(0,s.jsx)(t.h2,{id:"sortino-ratio",children:"SORTINO RATIO"}),"\n",(0,s.jsx)(t.p,{children:"The Sharpe ratio uses the total volatility in its calculations in the form of standard deviation. This is where the Sortino ratio is different as it only uses only the fund's downside standard deviation in its calculations"}),"\n",(0,s.jsx)(t.p,{children:"So as a formula, the Sortino ratio is much like the Sharpe Ratio subtracts the risk-free returns from the fund returns but instead of dividing it by the total standard deviation .. it divides the difference with the downside deviation"}),"\n",(0,s.jsx)(t.p,{children:"This ratio is particularly useful for risk-averse or conservative investors and in the real sense, determines the success of a fund in capping its downside volatility. The Sortino ratio is a useful way for all kinds of investors, analysts and portfolio managers to evaluate a fund's return for a given level of bad risk."}),"\n",(0,s.jsx)(t.h2,{id:"thumb-rule-way-of-remembering",children:"Thumb rule way of remembering"}),"\n",(0,s.jsxs)(t.ul,{children:["\n",(0,s.jsx)(t.li,{children:"A high Alpha, a high Sharpe ratio and a high Sortino indicate better potential performance for a fund"}),"\n",(0,s.jsx)(t.li,{children:"A low Beta and a low standard deviation indicates lower volatility for the fund"}),"\n",(0,s.jsx)(t.li,{children:"A higher R-Squared indicates a better correlation with the benchmark"}),"\n",(0,s.jsx)(t.li,{children:(0,s.jsx)(t.strong,{children:"Max Alpha with minimum beta"})}),"\n"]}),"\n",(0,s.jsx)(t.h2,{id:"links",children:"Links"}),"\n",(0,s.jsx)(t.p,{children:(0,s.jsx)(t.a,{href:"https://www.youtube.com/watch?v=thOejbtcBjo",children:"Important mutual fund metrics when picking mutual funds - YouTube"})}),"\n",(0,s.jsx)(t.p,{children:(0,s.jsx)(t.a,{href:"https://freefincal.com/since-past-performance-doesnt-dictate-future-returns-why-not-buy-mf-nfos/",children:"Since past performance doesn't dictate future returns, why not buy MF NFOs?"})})]})}function u(e={}){const{wrapper:t}={...(0,a.a)(),...e.components};return t?(0,s.jsx)(t,{...e,children:(0,s.jsx)(l,{...e})}):l(e)}},511151:(e,t,n)=>{n.d(t,{Z:()=>o,a:()=>i});var s=n(667294);const a={},r=s.createContext(a);function i(e){const t=s.useContext(r);return s.useMemo((function(){return"function"==typeof e?e(t):{...t,...e}}),[t,e])}function o(e){let t;return t=e.disableParentContext?"function"==typeof e.components?e.components(a):e.components||a:i(e.components),s.createElement(r.Provider,{value:t},e.children)}}}]); \ No newline at end of file diff --git a/assets/js/0612685b.ce9ee493.js b/assets/js/0612685b.ce9ee493.js deleted file mode 100644 index f5354cef8b8..00000000000 --- a/assets/js/0612685b.ce9ee493.js +++ /dev/null @@ -1 +0,0 @@ -"use strict";(self.webpackChunkdeep_notes=self.webpackChunkdeep_notes||[]).push([[82026],{296814:(e,t,n)=>{n.r(t),n.d(t,{assets:()=>d,contentTitle:()=>i,default:()=>u,frontMatter:()=>r,metadata:()=>o,toc:()=>h});var s=n(785893),a=n(511151);const r={},i="Mutual Funds Indicators",o={id:"economics/mutual-funds/mutual-funds-indicators",title:"Mutual Funds Indicators",description:"How to Measure Mutual Fund Risk | Alpha, Beta, SD, Sharpe, R-squared, Sortino | Learn with ETMONEY",source:"@site/docs/economics/mutual-funds/mutual-funds-indicators.md",sourceDirName:"economics/mutual-funds",slug:"/economics/mutual-funds/mutual-funds-indicators",permalink:"/economics/mutual-funds/mutual-funds-indicators",draft:!1,unlisted:!1,editUrl:"https://github.com/deepaksood619/deepaksood619.github.io/tree/master/docs/economics/mutual-funds/mutual-funds-indicators.md",tags:[],version:"current",lastUpdatedAt:1710788832,formattedLastUpdatedAt:"Mar 18, 2024",frontMatter:{},sidebar:"tutorialSidebar",previous:{title:"Index Investing / ETF",permalink:"/economics/mutual-funds/index-investing-etf"},next:{title:"Nifty Indexes",permalink:"/economics/mutual-funds/nifty-indexes"}},d={},h=[{value:"BETA",id:"beta",level:2},{value:"ALPHA",id:"alpha",level:2},{value:"Jensen's Measure / Jensen's Alpha",id:"jensens-measure--jensens-alpha",level:3},{value:"R-SQUARED",id:"r-squared",level:2},{value:"STANDARD DEVIATION",id:"standard-deviation",level:2},{value:"SHARPE RATIO",id:"sharpe-ratio",level:2},{value:"SORTINO RATIO",id:"sortino-ratio",level:2},{value:"Thumb rule way of remembering",id:"thumb-rule-way-of-remembering",level:2},{value:"Links",id:"links",level:2}];function l(e){const t={a:"a",h1:"h1",h2:"h2",h3:"h3",li:"li",p:"p",strong:"strong",ul:"ul",...(0,a.a)(),...e.components};return(0,s.jsxs)(s.Fragment,{children:[(0,s.jsx)(t.h1,{id:"mutual-funds-indicators",children:"Mutual Funds Indicators"}),"\n",(0,s.jsx)(t.p,{children:(0,s.jsx)(t.a,{href:"https://www.youtube.com/watch?v=eU45evtcc90",children:"How to Measure Mutual Fund Risk | Alpha, Beta, SD, Sharpe, R-squared, Sortino | Learn with ETMONEY"})}),"\n",(0,s.jsxs)(t.ul,{children:["\n",(0,s.jsxs)(t.li,{children:["TER - Total Expense Ratio - ",(0,s.jsx)(t.a,{href:"https://www.youtube.com/watch?v=hzAFmR5ll8Y",children:"How do mutual funds earn money? 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For instance, if you are a conservative investor, you might want to focus on low beta portfolios. But remember what we said earlier beta is a relative measure and does not give us the inherent risk of an asset."}),"\n",(0,s.jsx)(t.h2,{id:"alpha",children:"ALPHA"}),"\n",(0,s.jsx)(t.p,{children:(0,s.jsx)(t.strong,{children:"Alpha - Excess return above the benchmark"})}),"\n",(0,s.jsx)(t.p,{children:"Alpha quite simply measures how much better a fund has performed as compared to its benchmark index."}),"\n",(0,s.jsx)(t.p,{children:"For instance, if the Nifty 50 delivered 10% this past year and your fund did 11% .. then the alpha is +1%. And if your fund underperformed and achieved only 8% .. then the alpha is -2%. This means actively managed funds can have positive or negative alpha depending on how well the fund manager runs the fund. In fact, creating positive alpha is the entire essence behind someone investing in an actively managed fund"}),"\n",(0,s.jsx)(t.p,{children:(0,s.jsx)(t.strong,{children:"Alpha is not an excess return! Alpha is excess return calculated on a risk-adjusted basis."})}),"\n",(0,s.jsxs)(t.ul,{children:["\n",(0,s.jsx)(t.li,{children:"Jensen's alpha = (excess return of index wrt risk-free instrument) -- (a measure of relative volatility wrt nifty 50) x (excess market return wrt risk-free instrument)"}),"\n",(0,s.jsx)(t.li,{children:"the excess return of index wrt risk-free instrument = index return -- MIBOR return"}),"\n",(0,s.jsx)(t.li,{children:"the excess return of market -- nifty 50 -- wrt risk-free instrument = nifty 50 return -- MIBOR return."}),"\n",(0,s.jsx)(t.li,{children:"relative volatility wrt nifty 50 = beta."}),"\n",(0,s.jsx)(t.li,{children:"Alpha = (Stock return -- risk-free return) -- (Benchmark return -- risk-free return) x beta"}),"\n"]}),"\n",(0,s.jsx)(t.p,{children:'Alpha factors in how volatile a fund has been compared to the market. A stock/fund that beats the market but is more volatile than the market in doing so will have lower alpha than a fund with lower volatility. Thus even funds with no excess returns can "produce an alpha".'}),"\n",(0,s.jsx)(t.h3,{id:"jensens-measure--jensens-alpha",children:"Jensen's Measure / Jensen's Alpha"}),"\n",(0,s.jsxs)(t.p,{children:["The Jensen's measure, or Jensen's alpha, is a risk-adjusted performance measure that represents the average return on a portfolio or investment, above or below that predicted by the ",(0,s.jsx)(t.strong,{children:"capital asset pricing model (CAPM)"}),", given the portfolio's or investment's beta and the average market return. This metric is also commonly referred to as simply alpha."]}),"\n",(0,s.jsxs)(t.ul,{children:["\n",(0,s.jsx)(t.li,{children:"The Jensen's measure is the difference in how much a person returns vs. the overall market."}),"\n",(0,s.jsx)(t.li,{children:'Jensen\'s measure is commonly referred to as alpha. When a manager outperforms the market concurrent to risk, they have "delivered alpha" to their clients.'}),"\n",(0,s.jsx)(t.li,{children:"The measure accounts for the risk-free rate of return for the time period."}),"\n"]}),"\n",(0,s.jsx)(t.p,{children:(0,s.jsx)(t.a,{href:"https://www.investopedia.com/terms/j/jensensmeasure.asp",children:"https://www.investopedia.com/terms/j/jensensmeasure.asp"})}),"\n",(0,s.jsx)(t.p,{children:(0,s.jsx)(t.a,{href:"https://www.youtube.com/watch?v=krwSDbuHWd4",children:"Picking Stocks for Long term Investing in 2021 | Investment Strategy for Beginners | Ankur Warikoo"})}),"\n",(0,s.jsx)(t.h2,{id:"r-squared",children:"R-SQUARED"}),"\n",(0,s.jsx)(t.p,{children:"The R-Squared aims to measure a fund's correlation to its benchmark performance. This is done on a scale of 100 which means if the R-Squared is a 100 then it shows that the performance of the mutual fund is perfectly correlated with the performance of the benchmark"}),"\n",(0,s.jsx)(t.p,{children:"This particularly the case when it comes to index funds that have an R-Squared of 99 or 100. On the other end, we typically see actively managed mutual funds which can have a range of R-squared values"}),"\n",(0,s.jsx)(t.h2,{id:"standard-deviation",children:"STANDARD DEVIATION"}),"\n",(0,s.jsx)(t.p,{children:"The standard deviation measures the dispersion of data from its mean and from a mutual fund perspective, it represents the volatility or riskiness of the fund. For instance, let's say a mutual fund delivers 10% average returns over a period of time. But as expected, this fund has had some good months and also some bad months with returns vacillating between +20% and -15%"}),"\n",(0,s.jsx)(t.p,{children:"This up and down trajectory of returns in the mutual fund NAV is what standard deviation captures and presents as an annualized number"}),"\n",(0,s.jsx)(t.h2,{id:"sharpe-ratio",children:"SHARPE RATIO"}),"\n",(0,s.jsx)(t.p,{children:"The Sharpe ratio measures risk-adjusted performance and is calculated by subtracting the risk-free rate of return from the fund's returns and then dividing the result by the standard deviation. In other words, the Sharpe ratio indicates whether a mutual fund's returns are due to the wise investment decisions taken by the fund manager or was it the result of taking excessive risk"}),"\n",(0,s.jsx)(t.p,{children:"Like many statistical tools, the Sharpe ratio too can lead to some misleading inferences if used in isolation. For example, it's commonly possible that a fund with low returns and low standard deviation might show a high Sharpe ratio"}),"\n",(0,s.jsx)(t.p,{children:(0,s.jsx)(t.a,{href:"https://www.youtube.com/watch?v=LRICZjOxdjU",children:"Mutual Fund Risk Measures Explained: Sharpe Ratio"})}),"\n",(0,s.jsx)(t.h2,{id:"sortino-ratio",children:"SORTINO RATIO"}),"\n",(0,s.jsx)(t.p,{children:"The Sharpe ratio uses the total volatility in its calculations in the form of standard deviation. This is where the Sortino ratio is different as it only uses only the fund's downside standard deviation in its calculations"}),"\n",(0,s.jsx)(t.p,{children:"So as a formula, the Sortino ratio is much like the Sharpe Ratio subtracts the risk-free returns from the fund returns but instead of dividing it by the total standard deviation .. it divides the difference with the downside deviation"}),"\n",(0,s.jsx)(t.p,{children:"This ratio is particularly useful for risk-averse or conservative investors and in the real sense, determines the success of a fund in capping its downside volatility. The Sortino ratio is a useful way for all kinds of investors, analysts and portfolio managers to evaluate a fund's return for a given level of bad risk."}),"\n",(0,s.jsx)(t.h2,{id:"thumb-rule-way-of-remembering",children:"Thumb rule way of remembering"}),"\n",(0,s.jsxs)(t.ul,{children:["\n",(0,s.jsx)(t.li,{children:"A high Alpha, a high Sharpe ratio and a high Sortino indicate better potential performance for a fund"}),"\n",(0,s.jsx)(t.li,{children:"A low Beta and a low standard deviation indicates lower volatility for the fund"}),"\n",(0,s.jsx)(t.li,{children:"A higher R-Squared indicates a better correlation with the benchmark"}),"\n",(0,s.jsx)(t.li,{children:(0,s.jsx)(t.strong,{children:"Max Alpha with minimum beta"})}),"\n"]}),"\n",(0,s.jsx)(t.h2,{id:"links",children:"Links"}),"\n",(0,s.jsx)(t.p,{children:(0,s.jsx)(t.a,{href:"https://www.youtube.com/watch?v=thOejbtcBjo",children:"Important mutual fund metrics when picking mutual funds - YouTube"})}),"\n",(0,s.jsx)(t.p,{children:(0,s.jsx)(t.a,{href:"https://freefincal.com/since-past-performance-doesnt-dictate-future-returns-why-not-buy-mf-nfos/",children:"Since past performance doesn't dictate future returns, why not buy MF NFOs?"})})]})}function u(e={}){const{wrapper:t}={...(0,a.a)(),...e.components};return t?(0,s.jsx)(t,{...e,children:(0,s.jsx)(l,{...e})}):l(e)}},511151:(e,t,n)=>{n.d(t,{Z:()=>o,a:()=>i});var s=n(667294);const a={},r=s.createContext(a);function i(e){const t=s.useContext(r);return s.useMemo((function(){return"function"==typeof e?e(t):{...t,...e}}),[t,e])}function o(e){let t;return t=e.disableParentContext?"function"==typeof e.components?e.components(a):e.components||a:i(e.components),s.createElement(r.Provider,{value:t},e.children)}}}]); \ No newline at end of file diff --git a/assets/js/1269fc40.46f9858e.js b/assets/js/1269fc40.46f9858e.js new file mode 100644 index 00000000000..a194aa818ac --- /dev/null +++ b/assets/js/1269fc40.46f9858e.js @@ -0,0 +1 @@ +"use strict";(self.webpackChunkdeep_notes=self.webpackChunkdeep_notes||[]).push([[79610],{667976:(e,a,n)=>{n.r(a),n.d(a,{assets:()=>c,contentTitle:()=>s,default:()=>l,frontMatter:()=>r,metadata:()=>k,toc:()=>i});var o=n(785893),t=n(511151);const r={},s="Kafka Commands",k={id:"technologies/kafka/kafka-commands",title:"Kafka Commands",description:"Configuration",source:"@site/docs/technologies/kafka/kafka-commands.md",sourceDirName:"technologies/kafka",slug:"/technologies/kafka/kafka-commands",permalink:"/technologies/kafka/kafka-commands",draft:!1,unlisted:!1,editUrl:"https://github.com/deepaksood619/deepaksood619.github.io/tree/master/docs/technologies/kafka/kafka-commands.md",tags:[],version:"current",lastUpdatedAt:1729278358,formattedLastUpdatedAt:"Oct 18, 2024",frontMatter:{},sidebar:"tutorialSidebar",previous:{title:"Kafka Architecture",permalink:"/technologies/kafka/kafka-architecture"},next:{title:"Kafka Connect",permalink:"/technologies/kafka/kafka-connect"}},c={},i=[{value:"Configuration",id:"configuration",level:2},{value:"CloudFormation template",id:"cloudformation-template",level:2},{value:"Kafka confluent single node client setup",id:"kafka-confluent-single-node-client-setup",level:2},{value:"Others",id:"others",level:2}];function p(e){const a={a:"a",code:"code",h1:"h1",h2:"h2",li:"li",p:"p",pre:"pre",ul:"ul",...(0,t.a)(),...e.components};return(0,o.jsxs)(o.Fragment,{children:[(0,o.jsx)(a.h1,{id:"kafka-commands",children:"Kafka Commands"}),"\n",(0,o.jsx)(a.h2,{id:"configuration",children:"Configuration"}),"\n",(0,o.jsx)(a.p,{children:(0,o.jsx)(a.a,{href:"https://github.com/edenhill/librdkafka/blob/master/CONFIGURATION",children:"https://github.com/edenhill/librdkafka/blob/master/CONFIGURATION"})}),"\n",(0,o.jsx)(a.h2,{id:"cloudformation-template",children:"CloudFormation template"}),"\n",(0,o.jsx)(a.p,{children:(0,o.jsx)(a.a,{href:"https://aws-quickstart.s3.amazonaws.com/quickstart-confluent-kafka/templates/confluent-kafka.template",children:"https://aws-quickstart.s3.amazonaws.com/quickstart-confluent-kafka/templates/confluent-kafka.template"})}),"\n",(0,o.jsx)(a.h2,{id:"kafka-confluent-single-node-client-setup",children:"Kafka confluent single node client setup"}),"\n",(0,o.jsx)(a.p,{children:(0,o.jsx)(a.a,{href:"https://docs.confluent.io/current/installation/docker/docs/installation/single-node-client.html",children:"https://docs.confluent.io/current/installation/docker/docs/installation/single-node-client.html"})}),"\n",(0,o.jsx)(a.pre,{children:(0,o.jsx)(a.code,{className:"language-bash",children:'## Create docker network\ndocker network create confluent\n\n## Start Zookeeper\ndocker run -d --net=example-docker --name=zookeeper -e ZOOKEEPER_CLIENT_PORT=2181 confluentinc/cp-zookeeper:5.1.0\n\n## Start Confluent Kafka\ndocker run -d\n--net=example-docker\n--name=kafka -p 9092:9092\n-e KAFKA_ZOOKEEPER_CONNECT=zookeeper:2181\n-e KAFKA_ADVERTISED_LISTENERS=PLAINTEXT://kafka:9092\n-e KAFKA_OFFSETS_TOPIC_REPLICATION_FACTOR=1\nconfluentinc/cp-kafka:5.1.0\n\n## Create topic\ndocker run\n--net=example-docker\n--rm confluentinc/cp-kafka:5.1.0\nkafka-topics --create --topic smap_telemetry_data --partitions 3 --replication-factor 1 --config retention.ms=-1\n--if-not-exists --zookeeper zookeeper1:2181,zookeeper2:2182,zookeeper3:2183\n\n## Alter topic\ndocker run\n--net=example-docker\n--rm confluentinc/cp-kafka:5.1.0\nkafka-topics --alter --topic smap_telemetry_data --partitions 3 -config retention.ms=-1 --zookeeper zookeeper1:2181,zookeeper2:2181,zookeeper3:2181\n\ndocker run\n--net=example-docker\n--rm confluentinc/cp-kafka:5.1.0\nkafka-topics --alter --topic iot_data --config retention.ms=-1 --zookeeper zookeeper1:2181,zookeeper2:2181,zookeeper3:2181\n\n## Delete topic\n# Topic is marked for deletion and if kafka is configured with KAFKA_DELETE_TOPIC_ENABLE:"true" then it is deleted\n\ndocker run\n--net=example-docker\n--rm\nconfluentinc/cp-kafka:5.1.0\n\nkafka-topics --delete --topic _schemas --zookeeper zookeeper1:2181,zookeeper2:2182,zookeeper3:2183\n\n## Show all Topics\ndocker run\n--net=example-docker\n--rm\nconfluentinc/cp-kafka:5.1.0\nkafka-topics --describe --zookeeper zookeeper1:2181,zookeeper2:2182,zookeeper3:2183\n\ndocker run\n--net=example-docker\n--rm\nconfluentinc/cp-kafka:5.1.0\nkafka-topics --describe --topic smap_telemetry_data --zookeeper zookeeper1:2181,zookeeper2:2182,zookeeper3:2183\n\ndocker run\n--net=example-docker\n--rm\nconfluentinc/cp-kafka:5.1.0\nkafka-topics --describe --topic smap_telemetry_data --zookeeper zookeeper1:2181,zookeeper2:2182,zookeeper3:2183\n\n## Start confluent kafka control center\ndocker run -d\n--name=control-center\n--net=example-docker\n--ulimit nofile=16384:16384\n-p 9021:9021\n-v /tmp/control-center/data:/var/lib/confluent-control-center\n-e CONTROL_CENTER_ZOOKEEPER_CONNECT=zookeeper:2181\n-e CONTROL_CENTER_BOOTSTRAP_SERVERS=kafka:9092\n-e CONTROL_CENTER_REPLICATION_FACTOR=1\n-e CONTROL_CENTER_MONITORING_INTERCEPTOR_TOPIC_PARTITIONS=1\n-e CONTROL_CENTER_INTERNAL_TOPICS_PARTITIONS=1\n-e CONTROL_CENTER_STREAMS_NUM_STREAM_THREADS=2\n-e CONTROL_CENTER_CONNECT_CLUSTER=http://kafka-connect:8082\nconfluentinc/cp-enterprise-control-center:5.1.0\n\n## Create data\ndocker run\n--net=example-docker\n--rm\nconfluentinc/cp-kafka:5.1.0\nbash -c "seq 42 | kafka-console-producer --request-required-acks 1\n--broker-list kafka1:19091,kafka2:19092,kafka3:19093 --topic smap_telemetry_data && echo \'Produced 42 messages.\'"\n\n## Receive data\ndocker run\n--net=example-docker\n--rm\nconfluentinc/cp-kafka:5.1.0\nkafka-console-consumer --bootstrap-server kafka1:19091,kafka2:19092,kafka3:19093 --topic smap_telemetry_data --from-beginning\n\n# kafka.example.com - 9091,9092,9093\ndocker run\n--net=example-docker\n--rm\nconfluentinc/cp-kafka:5.1.0\nkafka-console-consumer --bootstrap-server kafka.example.com:9091,kafka.example.com:9092,kafka.example.com:9093 --topic dev_smap_telemetry_data --from-beginning\n\n# consume druid_telemetry_data\ndocker run\n--net=example-docker\n--rm\nconfluentinc/cp-kafka:5.1.0\nkafka-console-consumer --bootstrap-server kafka.example.com:9091,kafka.example.com:9092,kafka.example.com:9093 --topic druid_telemetry_data --from-beginning\n\n## Show consumer group offsets\nkafka-consumer-groups --bootstrap-server kafka1:19091,kafka2:19092,kafka3:19093 --list\n\nkafka-consumer-groups --bootstrap-server ke-cp-kafka-headless:9092 --describe --group kafka_influx_republisher_group\n\nkafka-consumer-groups --bootstrap-server kafka1:19091,kafka2:19092,kafka3:19093 --describe --group kafka_druid_republisher_group\n\n## Kafka Configs\n## Describe a topic\n\nkafka-configs --bootstrap-server ke-cp-kafka-headless:9092 --entity-type brokers --entity-default --describe\nkafka-configs --zookeeper ke-cp-zookeeper-headless:2181 --entity-type topics --entity-name smap_telemetry_data --describe\n\n## Add config\nkafka-configs --zookeeper ke-cp-zookeeper-headless:2181 --entity-type topics --entity-name smap_telemetry_data --alter --add-config retention.ms=604800000\n\nkafka-configs --zookeeper ke-cp-zookeeper-headless:2181 --entity-type topics --entity-name druid_telemetry_data --alter --add-config retention.ms=172800000\n\nkafka-configs --zookeeper ke-cp-zookeeper-headless:2181 --entity-type topics --entity-name test_smap_telemetry_data --alter --add-config retention.ms=172800000\n\nkafka-configs --zookeeper ke-cp-zookeeper-headless:2181 --entity-type topics --entity-name dev_druid_telemetry_data --alter --add-config retention.ms=172800000\n\n## Barebones Command\n\n## Installing and running\n\nbrew update\n\nbrew cask install caskroom/versions/java8\n\nbrew install kafka\n\n## Start zookeeper server\nzkserver start\n\nbin/zookeeper-server-start.sh config/zookeeper.properties &\n\n## Stop zookeeper server\nbin/zookeeper-server-stop.sh\n\n## Start kafka server\nsh /usr/local/Cellar/kafka/2.0.0/bin/kafka-server-start /usr/local/etc/kafka/server.properties\n\nbin/kafka-server-start.sh config/server.properties &\n\n## Stop kafka server\nbin/kafka-server-stop.sh\n\n## Create Topic\nsh /usr/local/Cellar/kafka/2.0.0/bin/kafka-topics --create --zookeeper localhost:2181 --replication-factor 1 --partitions 1 --topic test\n\nbin/kafka-topics.sh --create --zookeeper localhost:2181 --replication-factor 1 --partitions 1 --topic test\n\n## List all topics\nsh /usr/local/Cellar/kafka/2.0.0/bin/kafka-topics --list --zookeeper localhost:2181\n\nbin/kafka-topics.sh --list --zookeeper localhost:2181\n\n## Start producer\nsh /usr/local/Cellar/kafka/2.0.0/bin/kafka-console-producer --broker-list localhost:9092 --topic test\n\nbin/kafka-console-producer.sh --broker-list localhost:9092 --topic test\n\n## Start consumer\nsh /usr/local/Cellar/kafka/2.0.0/bin/kafka-console-consumer --bootstrap-server localhost:9092 --topic test --from-beginning\n\nbin/kafka-console-consumer.sh --bootstrap-server localhost:9092 --topic test --from-beginning\n\n## RPI\nwget http://mirrordirector.raspbian.org/raspbian/pool/main/libr/librdkafka/librdkafka-dev_0.9.3-1_armhf.deb\n\nsudo dpkg -i librdkafka-dev_0.9.3-1_armhf.deb\n\nsudo apt-get install -f\n\nsudo apt-get install libstdc++6\n\n## Other commands\n- ./kafka-topics.sh --create --bootstrap-server my-cluster-kafka-brokers.kafka:9092 --replication-factor 2 --partitions 3 --topic test_bank_data --config compression.type="snappy"\n- ./kafka-topics --describe --topic _schemas4 --zookeeper localhost:2181\n- ./kafka-console-producer --broker-list localhost:9092 --topic test\n- ./kafka-console-consumer --bootstrap-server localhost:9092 --topic test --from-beginning\n\n## Kafka Commands (inside docker container)\n\ncd /usr/bin\n\nkafka-acls\nkafka-broker-api-versions\nkafka-configs\nkafka-console-consumer\nkafka-console-producer\nkafka-consumer-groups\nkafka-consumer-perf-test\nkafka-delegation-tokens\nkafka-delete-records\nkafka-dump-log\nkafka-log-dirs\nkafka-mirror-maker\nkafka-preferred-replica-election\nkafka-producer-perf-test\nkafka-reassign-partitions\nkafka-replica-verification\nkafka-run-class\n\nbin/kafka-run-class.sh kafka.tools.DumpLogSegments --files /var/lib/kafka/data-0/kafka-log0/test/00000000000000000000.log --print-data-log | grep compresscodec\n\nkafka-server-start\nkafka-server-stop\nkafka-streams-application-reset\nkafka-topics\nkafka-verifiable-consumer\nkafka-verifiable-producer\n\n## Explore with kafka commands\n\n# kafka version\nkafka-topics --version\n\n# List all topics\nkafka-topics --zookeeper ke-cp-zookeeper-headless:2181 --list\n\n# Create the topic\nkafka-topics --zookeeper ke-cp-zookeeper-headless:2181 --topic telemetry_data --create --partitions 3 --replication-factor 1 --if-not-exists\n\n# Describe a topic\nkafka-topics --describe --topic smap_samhi --zookeeper ke-cp-zookeeper-headless:2181\n\nkafka-configs --bootstrap-server ke-cp-kafka-headless:9092 --entity-type brokers --entity-default --describe\n\nkafka-configs --zookeeper ke-cp-zookeeper-headless:2181 --entity-type topics --entity-name telemetry_data --describe\n\n# Add config\nkafka-configs --zookeeper ke-cp-zookeeper-headless:2181 --entity-type topics --entity-name telemetry_data --alter --add-config retention.ms=604800000\n\nkafka-configs --zookeeper ke-cp-zookeeper-headless:2181 --entity-type topics --entity-name druid_telemetry_data --alter --add-config retention.ms=172800000\n\nkafka-configs --zookeeper ke-cp-zookeeper-headless:2181 --entity-type topics --entity-name test_telemetry_data --alter --add-config retention.ms=172800000\n\nkafka-configs --zookeeper ke-cp-zookeeper-headless:2181 --entity-type topics --entity-name dev_druid_telemetry_data --alter --add-config retention.ms=172800000\n\n# Add partitions\nkafka-topics --zookeeper ke-cp-zookeeper-headless:2181 --alter --topic smap_samhi --partitions 3\n\n## sh add_partitions.sh\n\n# !/bin/bash\nVAL="$(kafka-topics --zookeeper ke-cp-zookeeper-headless:2181 --list | grep druid)"\n\nfor i in $VAL\ndo\nkafka-topics --zookeeper ke-cp-zookeeper-headless:2181 --alter --topic $i --partitions 3\ndone\n\n# Create a message\nMESSAGE="`date -u`"\n\n# Produce a test message to the topic\necho "$MESSAGE" | kafka-console-producer --broker-list ke-cp-kafka-headless:9092 --topic ke-topic\n\n# Consume a test message from the topic\nkafka-console-consumer --bootstrap-server ke-cp-kafka-headless:9092 --topic bench_data --max-messages 1\n\nkafka-console-consumer --bootstrap-server ke-cp-kafka-headless:9092 --topic test_telemetry_data\n\nkafka-console-consumer --bootstrap-server ke-cp-kafka.kafka:9092 --topic test_telemetry_data\n\nkafka-console-consumer --bootstrap-server ke-cp-kafka-external-0:31090,ke-cp-kafka-external-1:31091,ke-cp-kafka-external-2:31092 --topic test_telemetry_data\n\nkafka-console-consumer --bootstrap-server ke-cp-kafka-headless:9092 --topic telemetry_data\n\nkafka-console-consumer --bootstrap-server ke-cp-kafka-headless:9092 --topic druid_telemetry_data --from-beginning\n\n# consume first message from kafka topic\n./kafka-console-consumer --bootstrap-server ke-cp-kafka-headless:9092 --topic druid_telemetry_data_Samhi --from-beginning --max-messages 1\n\n# number of messages in a topic in apache kafka\n./kafka-run-class kafka.tools.GetOffsetShell --broker-list ke-cp-kafka-headless:9092 --topic druid_telemetry_data_Samhi --time -1 --offsets 1 | awk -F ":" \'{sum += $3} END {print sum}\'\n\n## Kafka Consumer Group\ncd /usr/bin\n- kafka-consumer-groups --bootstrap-server ke-cp-kafka-headless:9092 --list\n- ./kafka-consumer-groups --bootstrap-server ke-cp-kafka-headless:9092 --describe --group kafka_prod_to_staging --members --verbose\n- kafka-consumer-groups --bootstrap-server ke-cp-kafka-headless:9092 --describe --group kafka_prod_to_staging --offsets\n- kafka-consumer-groups --bootstrap-server ke-cp-kafka-headless:9092 --describe --group kafka_prod_to_staging --offsets --verbose\n- kafka-consumer-groups --bootstrap-server ke-cp-kafka-headless:9092 --delete --group kafka_archiver_consumer_group\n\n## Kafka Log Storage Directory\n\n/var/lib/kafka/data-0/kafka-log0/\n'})}),"\n",(0,o.jsx)(a.p,{children:(0,o.jsx)(a.a,{href:"https://kafka.apache.org/quickstart",children:"https://kafka.apache.org/quickstart"})}),"\n",(0,o.jsx)(a.p,{children:(0,o.jsx)(a.a,{href:"https://gist.github.com/sam95/d7aed31770883bd272728ad0483629d4",children:"https://gist.github.com/sam95/d7aed31770883bd272728ad0483629d4"})}),"\n",(0,o.jsx)(a.h2,{id:"others",children:"Others"}),"\n",(0,o.jsxs)(a.ul,{children:["\n",(0,o.jsxs)(a.li,{children:[(0,o.jsx)(a.a,{href:"https://docs.oracle.com/javase/8/docs/technotes/tools/unix/keytool.html",children:"keytool"})," - Manages a keystore (database) of cryptographic keys, X.509 certificate chains, and trusted certificates."]}),"\n"]})]})}function l(e={}){const{wrapper:a}={...(0,t.a)(),...e.components};return a?(0,o.jsx)(a,{...e,children:(0,o.jsx)(p,{...e})}):p(e)}},511151:(e,a,n)=>{n.d(a,{Z:()=>k,a:()=>s});var o=n(667294);const t={},r=o.createContext(t);function s(e){const a=o.useContext(r);return o.useMemo((function(){return"function"==typeof e?e(a):{...a,...e}}),[a,e])}function k(e){let a;return a=e.disableParentContext?"function"==typeof e.components?e.components(t):e.components||t:s(e.components),o.createElement(r.Provider,{value:a},e.children)}}}]); \ No newline at end of file diff --git a/assets/js/1269fc40.78aeb61a.js b/assets/js/1269fc40.78aeb61a.js deleted file mode 100644 index 66233228bbb..00000000000 --- a/assets/js/1269fc40.78aeb61a.js +++ /dev/null @@ -1 +0,0 @@ -"use strict";(self.webpackChunkdeep_notes=self.webpackChunkdeep_notes||[]).push([[79610],{667976:(e,a,n)=>{n.r(a),n.d(a,{assets:()=>c,contentTitle:()=>s,default:()=>l,frontMatter:()=>r,metadata:()=>k,toc:()=>i});var o=n(785893),t=n(511151);const r={},s="Kafka Commands",k={id:"technologies/kafka/kafka-commands",title:"Kafka Commands",description:"Configuration",source:"@site/docs/technologies/kafka/kafka-commands.md",sourceDirName:"technologies/kafka",slug:"/technologies/kafka/kafka-commands",permalink:"/technologies/kafka/kafka-commands",draft:!1,unlisted:!1,editUrl:"https://github.com/deepaksood619/deepaksood619.github.io/tree/master/docs/technologies/kafka/kafka-commands.md",tags:[],version:"current",lastUpdatedAt:1701793554,formattedLastUpdatedAt:"Dec 5, 2023",frontMatter:{},sidebar:"tutorialSidebar",previous:{title:"Kafka Architecture",permalink:"/technologies/kafka/kafka-architecture"},next:{title:"Kafka Connect",permalink:"/technologies/kafka/kafka-connect"}},c={},i=[{value:"Configuration",id:"configuration",level:2},{value:"CloudFormation template",id:"cloudformation-template",level:2},{value:"Kafka confluent single node client setup",id:"kafka-confluent-single-node-client-setup",level:2}];function p(e){const a={a:"a",code:"code",h1:"h1",h2:"h2",p:"p",pre:"pre",...(0,t.a)(),...e.components};return(0,o.jsxs)(o.Fragment,{children:[(0,o.jsx)(a.h1,{id:"kafka-commands",children:"Kafka Commands"}),"\n",(0,o.jsx)(a.h2,{id:"configuration",children:"Configuration"}),"\n",(0,o.jsx)(a.p,{children:(0,o.jsx)(a.a,{href:"https://github.com/edenhill/librdkafka/blob/master/CONFIGURATION",children:"https://github.com/edenhill/librdkafka/blob/master/CONFIGURATION"})}),"\n",(0,o.jsx)(a.h2,{id:"cloudformation-template",children:"CloudFormation template"}),"\n",(0,o.jsx)(a.p,{children:(0,o.jsx)(a.a,{href:"https://aws-quickstart.s3.amazonaws.com/quickstart-confluent-kafka/templates/confluent-kafka.template",children:"https://aws-quickstart.s3.amazonaws.com/quickstart-confluent-kafka/templates/confluent-kafka.template"})}),"\n",(0,o.jsx)(a.h2,{id:"kafka-confluent-single-node-client-setup",children:"Kafka confluent single node client setup"}),"\n",(0,o.jsx)(a.p,{children:(0,o.jsx)(a.a,{href:"https://docs.confluent.io/current/installation/docker/docs/installation/single-node-client.html",children:"https://docs.confluent.io/current/installation/docker/docs/installation/single-node-client.html"})}),"\n",(0,o.jsx)(a.pre,{children:(0,o.jsx)(a.code,{className:"language-bash",children:'## Create docker network\ndocker network create confluent\n\n## Start Zookeeper\ndocker run -d --net=example-docker --name=zookeeper -e ZOOKEEPER_CLIENT_PORT=2181 confluentinc/cp-zookeeper:5.1.0\n\n## Start Confluent Kafka\ndocker run -d\n--net=example-docker\n--name=kafka -p 9092:9092\n-e KAFKA_ZOOKEEPER_CONNECT=zookeeper:2181\n-e KAFKA_ADVERTISED_LISTENERS=PLAINTEXT://kafka:9092\n-e KAFKA_OFFSETS_TOPIC_REPLICATION_FACTOR=1\nconfluentinc/cp-kafka:5.1.0\n\n## Create topic\ndocker run\n--net=example-docker\n--rm confluentinc/cp-kafka:5.1.0\nkafka-topics --create --topic smap_telemetry_data --partitions 3 --replication-factor 1 --config retention.ms=-1\n--if-not-exists --zookeeper zookeeper1:2181,zookeeper2:2182,zookeeper3:2183\n\n## Alter topic\ndocker run\n--net=example-docker\n--rm confluentinc/cp-kafka:5.1.0\nkafka-topics --alter --topic smap_telemetry_data --partitions 3 -config retention.ms=-1 --zookeeper zookeeper1:2181,zookeeper2:2181,zookeeper3:2181\n\ndocker run\n--net=example-docker\n--rm confluentinc/cp-kafka:5.1.0\nkafka-topics --alter --topic iot_data --config retention.ms=-1 --zookeeper zookeeper1:2181,zookeeper2:2181,zookeeper3:2181\n\n## Delete topic\n# Topic is marked for deletion and if kafka is configured with KAFKA_DELETE_TOPIC_ENABLE:"true" then it is deleted\n\ndocker run\n--net=example-docker\n--rm\nconfluentinc/cp-kafka:5.1.0\n\nkafka-topics --delete --topic _schemas --zookeeper zookeeper1:2181,zookeeper2:2182,zookeeper3:2183\n\n## Show all Topics\ndocker run\n--net=example-docker\n--rm\nconfluentinc/cp-kafka:5.1.0\nkafka-topics --describe --zookeeper zookeeper1:2181,zookeeper2:2182,zookeeper3:2183\n\ndocker run\n--net=example-docker\n--rm\nconfluentinc/cp-kafka:5.1.0\nkafka-topics --describe --topic smap_telemetry_data --zookeeper zookeeper1:2181,zookeeper2:2182,zookeeper3:2183\n\ndocker run\n--net=example-docker\n--rm\nconfluentinc/cp-kafka:5.1.0\nkafka-topics --describe --topic smap_telemetry_data --zookeeper zookeeper1:2181,zookeeper2:2182,zookeeper3:2183\n\n## Start confluent kafka control center\ndocker run -d\n--name=control-center\n--net=example-docker\n--ulimit nofile=16384:16384\n-p 9021:9021\n-v /tmp/control-center/data:/var/lib/confluent-control-center\n-e CONTROL_CENTER_ZOOKEEPER_CONNECT=zookeeper:2181\n-e CONTROL_CENTER_BOOTSTRAP_SERVERS=kafka:9092\n-e CONTROL_CENTER_REPLICATION_FACTOR=1\n-e CONTROL_CENTER_MONITORING_INTERCEPTOR_TOPIC_PARTITIONS=1\n-e CONTROL_CENTER_INTERNAL_TOPICS_PARTITIONS=1\n-e CONTROL_CENTER_STREAMS_NUM_STREAM_THREADS=2\n-e CONTROL_CENTER_CONNECT_CLUSTER=http://kafka-connect:8082\nconfluentinc/cp-enterprise-control-center:5.1.0\n\n## Create data\ndocker run\n--net=example-docker\n--rm\nconfluentinc/cp-kafka:5.1.0\nbash -c "seq 42 | kafka-console-producer --request-required-acks 1\n--broker-list kafka1:19091,kafka2:19092,kafka3:19093 --topic smap_telemetry_data && echo \'Produced 42 messages.\'"\n\n## Receive data\ndocker run\n--net=example-docker\n--rm\nconfluentinc/cp-kafka:5.1.0\nkafka-console-consumer --bootstrap-server kafka1:19091,kafka2:19092,kafka3:19093 --topic smap_telemetry_data --from-beginning\n\n# kafka.example.com - 9091,9092,9093\ndocker run\n--net=example-docker\n--rm\nconfluentinc/cp-kafka:5.1.0\nkafka-console-consumer --bootstrap-server kafka.example.com:9091,kafka.example.com:9092,kafka.example.com:9093 --topic dev_smap_telemetry_data --from-beginning\n\n# consume druid_telemetry_data\ndocker run\n--net=example-docker\n--rm\nconfluentinc/cp-kafka:5.1.0\nkafka-console-consumer --bootstrap-server kafka.example.com:9091,kafka.example.com:9092,kafka.example.com:9093 --topic druid_telemetry_data --from-beginning\n\n## Show consumer group offsets\nkafka-consumer-groups --bootstrap-server kafka1:19091,kafka2:19092,kafka3:19093 --list\n\nkafka-consumer-groups --bootstrap-server ke-cp-kafka-headless:9092 --describe --group kafka_influx_republisher_group\n\nkafka-consumer-groups --bootstrap-server kafka1:19091,kafka2:19092,kafka3:19093 --describe --group kafka_druid_republisher_group\n\n## Kafka Configs\n## Describe a topic\n\nkafka-configs --bootstrap-server ke-cp-kafka-headless:9092 --entity-type brokers --entity-default --describe\nkafka-configs --zookeeper ke-cp-zookeeper-headless:2181 --entity-type topics --entity-name smap_telemetry_data --describe\n\n## Add config\nkafka-configs --zookeeper ke-cp-zookeeper-headless:2181 --entity-type topics --entity-name smap_telemetry_data --alter --add-config retention.ms=604800000\n\nkafka-configs --zookeeper ke-cp-zookeeper-headless:2181 --entity-type topics --entity-name druid_telemetry_data --alter --add-config retention.ms=172800000\n\nkafka-configs --zookeeper ke-cp-zookeeper-headless:2181 --entity-type topics --entity-name test_smap_telemetry_data --alter --add-config retention.ms=172800000\n\nkafka-configs --zookeeper ke-cp-zookeeper-headless:2181 --entity-type topics --entity-name dev_druid_telemetry_data --alter --add-config retention.ms=172800000\n\n## Barebones Command\n\n## Installing and running\n\nbrew update\n\nbrew cask install caskroom/versions/java8\n\nbrew install kafka\n\n## Start zookeeper server\nzkserver start\n\nbin/zookeeper-server-start.sh config/zookeeper.properties &\n\n## Stop zookeeper server\nbin/zookeeper-server-stop.sh\n\n## Start kafka server\nsh /usr/local/Cellar/kafka/2.0.0/bin/kafka-server-start /usr/local/etc/kafka/server.properties\n\nbin/kafka-server-start.sh config/server.properties &\n\n## Stop kafka server\nbin/kafka-server-stop.sh\n\n## Create Topic\nsh /usr/local/Cellar/kafka/2.0.0/bin/kafka-topics --create --zookeeper localhost:2181 --replication-factor 1 --partitions 1 --topic test\n\nbin/kafka-topics.sh --create --zookeeper localhost:2181 --replication-factor 1 --partitions 1 --topic test\n\n## List all topics\nsh /usr/local/Cellar/kafka/2.0.0/bin/kafka-topics --list --zookeeper localhost:2181\n\nbin/kafka-topics.sh --list --zookeeper localhost:2181\n\n## Start producer\nsh /usr/local/Cellar/kafka/2.0.0/bin/kafka-console-producer --broker-list localhost:9092 --topic test\n\nbin/kafka-console-producer.sh --broker-list localhost:9092 --topic test\n\n## Start consumer\nsh /usr/local/Cellar/kafka/2.0.0/bin/kafka-console-consumer --bootstrap-server localhost:9092 --topic test --from-beginning\n\nbin/kafka-console-consumer.sh --bootstrap-server localhost:9092 --topic test --from-beginning\n\n## RPI\nwget http://mirrordirector.raspbian.org/raspbian/pool/main/libr/librdkafka/librdkafka-dev_0.9.3-1_armhf.deb\n\nsudo dpkg -i librdkafka-dev_0.9.3-1_armhf.deb\n\nsudo apt-get install -f\n\nsudo apt-get install libstdc++6\n\n## Other commands\n- ./kafka-topics.sh --create --bootstrap-server my-cluster-kafka-brokers.kafka:9092 --replication-factor 2 --partitions 3 --topic test_bank_data --config compression.type="snappy"\n- ./kafka-topics --describe --topic _schemas4 --zookeeper localhost:2181\n- ./kafka-console-producer --broker-list localhost:9092 --topic test\n- ./kafka-console-consumer --bootstrap-server localhost:9092 --topic test --from-beginning\n\n## Kafka Commands (inside docker container)\n\ncd /usr/bin\n\nkafka-acls\nkafka-broker-api-versions\nkafka-configs\nkafka-console-consumer\nkafka-console-producer\nkafka-consumer-groups\nkafka-consumer-perf-test\nkafka-delegation-tokens\nkafka-delete-records\nkafka-dump-log\nkafka-log-dirs\nkafka-mirror-maker\nkafka-preferred-replica-election\nkafka-producer-perf-test\nkafka-reassign-partitions\nkafka-replica-verification\nkafka-run-class\n\nbin/kafka-run-class.sh kafka.tools.DumpLogSegments --files /var/lib/kafka/data-0/kafka-log0/test/00000000000000000000.log --print-data-log | grep compresscodec\n\nkafka-server-start\nkafka-server-stop\nkafka-streams-application-reset\nkafka-topics\nkafka-verifiable-consumer\nkafka-verifiable-producer\n\n## Explore with kafka commands\n\n# kafka version\nkafka-topics --version\n\n# List all topics\nkafka-topics --zookeeper ke-cp-zookeeper-headless:2181 --list\n\n# Create the topic\nkafka-topics --zookeeper ke-cp-zookeeper-headless:2181 --topic telemetry_data --create --partitions 3 --replication-factor 1 --if-not-exists\n\n# Describe a topic\nkafka-topics --describe --topic smap_samhi --zookeeper ke-cp-zookeeper-headless:2181\n\nkafka-configs --bootstrap-server ke-cp-kafka-headless:9092 --entity-type brokers --entity-default --describe\n\nkafka-configs --zookeeper ke-cp-zookeeper-headless:2181 --entity-type topics --entity-name telemetry_data --describe\n\n# Add config\nkafka-configs --zookeeper ke-cp-zookeeper-headless:2181 --entity-type topics --entity-name telemetry_data --alter --add-config retention.ms=604800000\n\nkafka-configs --zookeeper ke-cp-zookeeper-headless:2181 --entity-type topics --entity-name druid_telemetry_data --alter --add-config retention.ms=172800000\n\nkafka-configs --zookeeper ke-cp-zookeeper-headless:2181 --entity-type topics --entity-name test_telemetry_data --alter --add-config retention.ms=172800000\n\nkafka-configs --zookeeper ke-cp-zookeeper-headless:2181 --entity-type topics --entity-name dev_druid_telemetry_data --alter --add-config retention.ms=172800000\n\n# Add partitions\nkafka-topics --zookeeper ke-cp-zookeeper-headless:2181 --alter --topic smap_samhi --partitions 3\n\n## sh add_partitions.sh\n\n# !/bin/bash\nVAL="$(kafka-topics --zookeeper ke-cp-zookeeper-headless:2181 --list | grep druid)"\n\nfor i in $VAL\ndo\nkafka-topics --zookeeper ke-cp-zookeeper-headless:2181 --alter --topic $i --partitions 3\ndone\n\n# Create a message\nMESSAGE="`date -u`"\n\n# Produce a test message to the topic\necho "$MESSAGE" | kafka-console-producer --broker-list ke-cp-kafka-headless:9092 --topic ke-topic\n\n# Consume a test message from the topic\nkafka-console-consumer --bootstrap-server ke-cp-kafka-headless:9092 --topic bench_data --max-messages 1\n\nkafka-console-consumer --bootstrap-server ke-cp-kafka-headless:9092 --topic test_telemetry_data\n\nkafka-console-consumer --bootstrap-server ke-cp-kafka.kafka:9092 --topic test_telemetry_data\n\nkafka-console-consumer --bootstrap-server ke-cp-kafka-external-0:31090,ke-cp-kafka-external-1:31091,ke-cp-kafka-external-2:31092 --topic test_telemetry_data\n\nkafka-console-consumer --bootstrap-server ke-cp-kafka-headless:9092 --topic telemetry_data\n\nkafka-console-consumer --bootstrap-server ke-cp-kafka-headless:9092 --topic druid_telemetry_data --from-beginning\n\n# consume first message from kafka topic\n./kafka-console-consumer --bootstrap-server ke-cp-kafka-headless:9092 --topic druid_telemetry_data_Samhi --from-beginning --max-messages 1\n\n# number of messages in a topic in apache kafka\n./kafka-run-class kafka.tools.GetOffsetShell --broker-list ke-cp-kafka-headless:9092 --topic druid_telemetry_data_Samhi --time -1 --offsets 1 | awk -F ":" \'{sum += $3} END {print sum}\'\n\n## Kafka Consumer Group\ncd /usr/bin\n- kafka-consumer-groups --bootstrap-server ke-cp-kafka-headless:9092 --list\n- ./kafka-consumer-groups --bootstrap-server ke-cp-kafka-headless:9092 --describe --group kafka_prod_to_staging --members --verbose\n- kafka-consumer-groups --bootstrap-server ke-cp-kafka-headless:9092 --describe --group kafka_prod_to_staging --offsets\n- kafka-consumer-groups --bootstrap-server ke-cp-kafka-headless:9092 --describe --group kafka_prod_to_staging --offsets --verbose\n- kafka-consumer-groups --bootstrap-server ke-cp-kafka-headless:9092 --delete --group kafka_archiver_consumer_group\n\n## Kafka Log Storage Directory\n\n/var/lib/kafka/data-0/kafka-log0/\n'})}),"\n",(0,o.jsx)(a.p,{children:(0,o.jsx)(a.a,{href:"https://kafka.apache.org/quickstart",children:"https://kafka.apache.org/quickstart"})}),"\n",(0,o.jsx)(a.p,{children:(0,o.jsx)(a.a,{href:"https://gist.github.com/sam95/d7aed31770883bd272728ad0483629d4",children:"https://gist.github.com/sam95/d7aed31770883bd272728ad0483629d4"})})]})}function l(e={}){const{wrapper:a}={...(0,t.a)(),...e.components};return a?(0,o.jsx)(a,{...e,children:(0,o.jsx)(p,{...e})}):p(e)}},511151:(e,a,n)=>{n.d(a,{Z:()=>k,a:()=>s});var o=n(667294);const 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s={},a="Habits",r={id:"psychology/habits",title:"Habits",description:"Self-Control",source:"@site/docs/psychology/habits.md",sourceDirName:"psychology",slug:"/psychology/habits",permalink:"/psychology/habits",draft:!1,unlisted:!1,editUrl:"https://github.com/deepaksood619/deepaksood619.github.io/tree/master/docs/psychology/habits.md",tags:[],version:"current",lastUpdatedAt:1710702797,formattedLastUpdatedAt:"Mar 17, 2024",frontMatter:{},sidebar:"tutorialSidebar",previous:{title:"Emotions",permalink:"/psychology/emotions"},next:{title:"Human Psychology & Thinking",permalink:"/psychology/human-psychology-and-thinking"}},l={},h=[{value:"Self-Control",id:"self-control",level:2},{value:"Core Ideas of Self Improvement",id:"core-ideas-of-self-improvement",level:2},{value:"Identity-Based habits",id:"identity-based-habits",level:3},{value:"Ask Questions",id:"ask-questions",level:2},{value:"Natural Recoverers",id:"natural-recoverers",level:2},{value:"Exposure Theory for overcoming 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Commitments",id:"habits-arent-commitments",level:3},{value:"Habits are Often Too Slow",id:"habits-are-often-too-slow",level:3},{value:"Human Nature Has Limits",id:"human-nature-has-limits",level:3},{value:"Genius Habits",id:"genius-habits",level:2},{value:"Links",id:"links",level:2}];function c(e){const t={a:"a",h1:"h1",h2:"h2",h3:"h3",img:"img",li:"li",ol:"ol",p:"p",strong:"strong",ul:"ul",...(0,o.a)(),...e.components};return(0,n.jsxs)(n.Fragment,{children:[(0,n.jsx)(t.h1,{id:"habits",children:"Habits"}),"\n",(0,n.jsx)(t.h2,{id:"self-control",children:"Self-Control"}),"\n",(0,n.jsx)(t.p,{children:"Prime your environment to make the next action easy."}),"\n",(0,n.jsx)(t.p,{children:"Your habits are how you embody a particular identity."}),"\n",(0,n.jsx)(t.p,{children:"When you make your bed, you embody the identity of someone who is clean and organized. When you study, you embody the identity of someone who is studious."}),"\n",(0,n.jsx)(t.p,{children:"What identity are you embodying today? Who are your habits helping you become?"}),"\n",(0,n.jsx)(t.p,{children:(0,n.jsx)(t.a,{href:"https://www.youtube.com/watch?v=o7w5r5PfBKo",children:"How to Trick Your Brain to Like Doing Hard Things - Atomic Habits by James Clear - YouTube"})}),"\n",(0,n.jsx)(t.h2,{id:"core-ideas-of-self-improvement",children:"Core Ideas of Self Improvement"}),"\n",(0,n.jsxs)(t.ol,{children:["\n",(0,n.jsx)(t.li,{children:"Habits"}),"\n",(0,n.jsx)(t.li,{children:"Goal-setting"}),"\n",(0,n.jsx)(t.li,{children:"Systems"}),"\n",(0,n.jsx)(t.li,{children:"Emotional Self-Regulation"}),"\n",(0,n.jsx)(t.li,{children:"Learning"}),"\n",(0,n.jsx)(t.li,{children:"Values and Meaning"}),"\n",(0,n.jsx)(t.li,{children:"Thoughts and Beliefs"}),"\n"]}),"\n",(0,n.jsx)(t.p,{children:(0,n.jsx)(t.a,{href:"https://www.scotthyoung.com/blog/2020/03/23/core-self-improvement-ideas",children:"https://www.scotthyoung.com/blog/2020/03/23/core-self-improvement-ideas"})}),"\n",(0,n.jsx)(t.h3,{id:"identity-based-habits",children:"Identity-Based habits"}),"\n",(0,n.jsx)(t.p,{children:"Changing your beliefs isn't nearly as hard as you might think. There are two steps."}),"\n",(0,n.jsxs)(t.ol,{children:["\n",(0,n.jsx)(t.li,{children:"Decide the type of person you want to be."}),"\n",(0,n.jsx)(t.li,{children:"Prove it to yourself with small wins."}),"\n"]}),"\n",(0,n.jsx)(t.p,{children:(0,n.jsx)(t.a,{href:"https://jamesclear.com/identity-based-habits",children:"https://jamesclear.com/identity-based-habits"})}),"\n",(0,n.jsx)(t.h2,{id:"ask-questions",children:"Ask Questions"}),"\n",(0,n.jsx)(t.p,{children:"If you did that activity continuously for a year, would your life be any different? If not then don't do it."}),"\n",(0,n.jsx)(t.h2,{id:"natural-recoverers",children:"Natural Recoverers"}),"\n",(0,n.jsx)(t.p,{children:'Addiction researchers use the term "natural recoverers" to refer to people who are able to overcome addiction on their own, without treatment or self-help groups. Often, natural recoverers try to quit many times; ultimately, many are successful.'}),"\n",(0,n.jsx)(t.p,{children:"Each attempt represents a lesson learned and progress toward the ulti- mate goal of quitting. In fact, research shows that each failed attempt to quit any addiction is independent of the others. Because each attempt has its own probability of success, repeated attempts to quit increase the likelihood of eventual success."}),"\n",(0,n.jsx)(t.p,{children:(0,n.jsx)(t.img,{alt:"image",src:i(247760).Z+"",width:"1704",height:"1646"})}),"\n",(0,n.jsx)(t.h2,{id:"exposure-theory-for-overcoming-fears",children:"Exposure Theory for overcoming fears"}),"\n",(0,n.jsxs)(t.ul,{children:["\n",(0,n.jsx)(t.li,{children:"Graded exposure (slowly step by step exposure)"}),"\n",(0,n.jsx)(t.li,{children:"Flooding (facing the most fearful)"}),"\n"]}),"\n",(0,n.jsx)(t.p,{children:(0,n.jsx)(t.img,{alt:"image",src:i(852714).Z+"",width:"800",height:"312"})}),"\n",(0,n.jsx)(t.p,{children:"Exposure therapy, where you give yourself small doses of the thing you're scared of to diminish the fear it generates, works for phobias of spiders or clowns, but it can also help with getting started"}),"\n",(0,n.jsx)(t.p,{children:"Say you need to write an essay, but you're not sure what topic to do it on. You've implemented the suggestions above, and picked a default topic and a deadline. Now the deadline has passed, and you're supposed to get started on the essay, but you're still dragging your feet. Now what?"}),"\n",(0,n.jsx)(t.p,{children:"Here, you can start by giving yourself a task that is small enough to be manageably unpleasant. Instead of telling yourself to sit for several hours writing the essay in the library, only ask yourself to write one paragraph. After which you can take a break."}),"\n",(0,n.jsx)(t.p,{children:"Writing one paragraph will overcome your initial resistance and make the built-up aversion to getting started slightly less. Once you've done this, you might try sitting for thirty minutes to write, no expectations on accomplishing anything. Later, you can keep expanding until the essay is done."}),"\n",(0,n.jsx)(t.p,{children:"You might have dealt with a similar problem with starting a business. But what if you just had to get one client, or sell only one thing? What if you just had to make something, and not try to sell it? Breaking down your fears into atomic parts can make them something you can overcome."}),"\n",(0,n.jsxs)(t.p,{children:["Exposure therapyis just one tool. Another can be",(0,n.jsx)(t.strong,{children:"pairing taking action with a reward,"})," so overcoming your procrastination becomes positively reinforced."]}),"\n",(0,n.jsxs)(t.p,{children:["Another can also be",(0,n.jsx)(t.strong,{children:"punishing yourself for failure to act"}),". I knew someone once who forced himself to only take showers with cold water if he missed any of his goals, the day before. The thought of cold water started to motivate action."]}),"\n",(0,n.jsx)(t.h2,{id:"rain-to-remove-any-bad-habit-or-addiction",children:"RAIN (to remove any bad habit or addiction)"}),"\n",(0,n.jsxs)(t.ul,{children:["\n",(0,n.jsx)(t.li,{children:"R - Recognize the craving"}),"\n",(0,n.jsx)(t.li,{children:"A - Accept that you are craving"}),"\n",(0,n.jsx)(t.li,{children:"I - Investigate - See all the senses and how it effects your body"}),"\n",(0,n.jsx)(t.li,{children:"N - Note - from moment to moment how those sensation change and move"}),"\n"]}),"\n",(0,n.jsx)(t.h2,{id:"practice-makes-permanent",children:"Practice makes permanent"}),"\n",(0,n.jsxs)(t.ul,{children:["\n",(0,n.jsxs)(t.li,{children:["Why learning math is so difficult","\n",(0,n.jsxs)(t.ul,{children:["\n",(0,n.jsx)(t.li,{children:"because there is no analogous thing to point to"}),"\n",(0,n.jsx)(t.li,{children:"Because math is abstract"}),"\n"]}),"\n"]}),"\n",(0,n.jsx)(t.li,{children:"Therefore practice is more important to learn abstract concepts. We have to build neural pathways in our brain through practice"}),"\n"]}),"\n",(0,n.jsx)(t.h2,{id:"habits-1",children:"Habits"}),"\n",(0,n.jsxs)(t.ol,{children:["\n",(0,n.jsx)(t.li,{children:"The cue - It can be useful or harmful it's a routine, what we do in reaction to that cue matters."}),"\n",(0,n.jsx)(t.li,{children:"The routine - This is our zombie mode"}),"\n",(0,n.jsx)(t.li,{children:"The reward - giving rewards for following routines can be helpful to avoid procrastination"}),"\n",(0,n.jsx)(t.li,{children:"The belief"}),"\n"]}),"\n",(0,n.jsx)(t.h2,{id:"process-vs-product",children:"Process vs Product"}),"\n",(0,n.jsx)(t.p,{children:"Its ok to feel bad while starting to do something you don't like. But then just letting it go and working on it will feel great. That's important."}),"\n",(0,n.jsx)(t.p,{children:"Process means, the flow of time and the habits and actions associated with that flow of time. As in, I'm going to spend 20 minutes working. Product is an outcome, for example, a homework assignment that you need to finish."}),"\n",(0,n.jsx)(t.p,{children:"To prevent procrastination you want to avoid concentrating on product. Instead, your attention should be on building processes. Processes relate to simple habits, habits that coincidentally allow you to do the unpleasant tasks that need to be done. For example, lets say you don't like doing homework in a particular class. So you put off working on the homework. It's only five questions you think. How hard could that be? Deep down, you realize that answering these five questions could be a very lengthy job. It's easier to live in a fantasy world where the five questions, or the ten page report or whatever, can be done at the last minute. You're challenge is to avoid focusing on the product, the answers to the questions. The product is what triggers the pain that causes you to procrastinate. Instead, you need to focus on the process or processes. The small chunks of time you need over days or even weeks to answer the questions or prepare for tests. Who cares whether you finish the homework or grasp the key concepts in any one session. The whole point instead, is that you calmly put forth your best effort for a short period."}),"\n",(0,n.jsx)(t.p,{children:"Using pomodoro can help building process and not focus on completing the task."}),"\n",(0,n.jsx)(t.h2,{id:"creating-habits",children:"Creating Habits"}),"\n",(0,n.jsx)(t.p,{children:"Overwrite a few parts of old habits and write new ones."}),"\n",(0,n.jsx)(t.p,{children:"The trick to overriding a habit is to look to change your reaction to a cue. The only place we have to use willpower is for changing these."}),"\n",(0,n.jsxs)(t.ol,{children:["\n",(0,n.jsxs)(t.li,{children:["\n",(0,n.jsx)(t.p,{children:"The cue"}),"\n",(0,n.jsxs)(t.ul,{children:["\n",(0,n.jsx)(t.li,{children:"location"}),"\n",(0,n.jsx)(t.li,{children:"time"}),"\n",(0,n.jsx)(t.li,{children:"how you feel"}),"\n",(0,n.jsx)(t.li,{children:"reactions"}),"\n"]}),"\n"]}),"\n",(0,n.jsxs)(t.li,{children:["\n",(0,n.jsx)(t.p,{children:"The routine"}),"\n",(0,n.jsxs)(t.ul,{children:["\n",(0,n.jsxs)(t.li,{children:["\n",(0,n.jsx)(t.p,{children:"The unhappy feeling"}),"\n"]}),"\n",(0,n.jsxs)(t.li,{children:["\n",(0,n.jsx)(t.p,{children:"You funnel attention onto a more pleasant task (these place we have to rewire our old habbit)"}),"\n",(0,n.jsxs)(t.ul,{children:["\n",(0,n.jsx)(t.li,{children:"Develop a plan / ritual, adjust your plans and then savor vitories when your plan works. Don't try to change everything at once"}),"\n"]}),"\n"]}),"\n"]}),"\n"]}),"\n",(0,n.jsxs)(t.li,{children:["\n",(0,n.jsx)(t.p,{children:"The reward"}),"\n",(0,n.jsx)(t.p,{children:"Reward is very important to rewire the old habit. Because brain will look for that reward and then will stick to that habit."}),"\n",(0,n.jsx)(t.p,{children:"The better you get at something the more enjoyable it becomes"}),"\n"]}),"\n",(0,n.jsxs)(t.li,{children:["\n",(0,n.jsx)(t.p,{children:"The belief"}),"\n",(0,n.jsx)(t.p,{children:"You can do it."}),"\n",(0,n.jsx)(t.p,{children:"Belief that your system works."}),"\n"]}),"\n"]}),"\n",(0,n.jsx)(t.h2,{id:"juggling-life-and-learning",children:"Juggling life and learning"}),"\n",(0,n.jsxs)(t.ul,{children:["\n",(0,n.jsx)(t.li,{children:"Weekly list of key tasks"}),"\n",(0,n.jsx)(t.li,{children:"Write daily to do list, evening before"}),"\n"]}),"\n",(0,n.jsx)(t.p,{children:"Research has shown that this helps your subconscious to grapple with the tasks on the list so you can figure out how to accomplish them. Writing the list before you go to sleep, enlists your zombies, to help you accomplish the items on the list the next day. If you don't write your tasks down on a list, they lurk at the edge of the four or so slots of your working memory, taking up valuable mental real estate. But once you make a task list, it frees working memory for problem solving."}),"\n",(0,n.jsxs)(t.ul,{children:["\n",(0,n.jsx)(t.li,{children:"Planning your quitting time is as important as planning your working time"}),"\n",(0,n.jsx)(t.li,{children:"Try to have a break time and make it fixed"}),"\n",(0,n.jsx)(t.li,{children:"Eat your frogs first in the morning. Try to work on a most important and most disliked task first. At least just one Pomodoro"}),"\n"]}),"\n",(0,n.jsx)(t.h2,{id:"summary",children:"Summary"}),"\n",(0,n.jsxs)(t.ol,{children:["\n",(0,n.jsxs)(t.li,{children:["\n",(0,n.jsx)(t.p,{children:"Create processes instead of product"}),"\n"]}),"\n",(0,n.jsxs)(t.li,{children:["\n",(0,n.jsx)(t.p,{children:"Having a leisure time is as important as working"}),"\n"]}),"\n",(0,n.jsxs)(t.li,{children:["\n",(0,n.jsx)(t.p,{children:"Create habits"}),"\n",(0,n.jsxs)(t.ol,{children:["\n",(0,n.jsx)(t.li,{children:"The cue"}),"\n",(0,n.jsx)(t.li,{children:"The routine"}),"\n",(0,n.jsx)(t.li,{children:"The reward"}),"\n",(0,n.jsx)(t.li,{children:"The belief"}),"\n"]}),"\n"]}),"\n",(0,n.jsxs)(t.li,{children:["\n",(0,n.jsx)(t.p,{children:"Always have reward if you follow habits"}),"\n"]}),"\n",(0,n.jsxs)(t.li,{children:["\n",(0,n.jsx)(t.p,{children:"Look for procrastination cues"}),"\n"]}),"\n",(0,n.jsxs)(t.li,{children:["\n",(0,n.jsx)(t.p,{children:"Keep a planar journal"}),"\n"]}),"\n",(0,n.jsxs)(t.li,{children:["\n",(0,n.jsx)(t.p,{children:"Create a task list before you go to sleep"}),"\n"]}),"\n",(0,n.jsxs)(t.li,{children:["\n",(0,n.jsx)(t.p,{children:"Eat your frogs first thing in the morning"}),"\n"]}),"\n"]}),"\n",(0,n.jsx)(t.h2,{id:"carpe-diem",children:"Carpe diem"}),"\n",(0,n.jsxs)(t.p,{children:['You know that this is Latin for "',(0,n.jsx)(t.strong,{children:"seize the day"}),"\" right? No matter how yesterday went-whether you had great triumphs or whether you wish you'd spent the whole day in bed, remember that every new day is a new opportunity. You can't rest on yesterday's accomplishments, and you never have to repeat yesterday's mistakes."]}),"\n",(0,n.jsx)(t.h2,{id:"implementation-intentions",children:"Implementation Intentions"}),"\n",(0,n.jsx)(t.p,{children:"I will [BEHAVIOR] at [TIME] in [LOCATION]."}),"\n",(0,n.jsxs)(t.ul,{children:["\n",(0,n.jsx)(t.li,{children:"I will meditate for one minute at 7 a.m. in my kitchen."}),"\n",(0,n.jsx)(t.li,{children:"I will study Spanish for twenty minutes at 6 p.m. in my bedroom."}),"\n",(0,n.jsx)(t.li,{children:"I will exercise for one hour at 5 p.m. in my local gym."}),"\n",(0,n.jsx)(t.li,{children:"I will make my partner a cup of tea at 8 a.m. in the kitchen."}),"\n"]}),"\n",(0,n.jsx)(t.p,{children:"Give your habits a time and a space to live in the world. The goal is to make the time and location so obvious that, with enough repetition, you get an urge to do the right thing at the right time, even if you can't say why."}),"\n",(0,n.jsx)(t.p,{children:(0,n.jsx)(t.a,{href:"https://jamesclear.com/implementation-intentions",children:"https://jamesclear.com/implementation-intentions"})}),"\n",(0,n.jsx)(t.h2,{id:"habit-graduation",children:"Habit Graduation"}),"\n",(0,n.jsx)(t.p,{children:"Graduating from your current habit to one level higher. Basically, habit graduation is about increasing your average speed."}),"\n",(0,n.jsx)(t.p,{children:"Examples"}),"\n",(0,n.jsxs)(t.ul,{children:["\n",(0,n.jsx)(t.li,{children:'If your average speed is eating three healthy meals per week, can you "graduate" that to one healthy meal per day?'}),"\n",(0,n.jsx)(t.li,{children:'If your average speed is exercising twice per month, can you "graduate" that to once per week?'}),"\n",(0,n.jsx)(t.li,{children:'If your job is crazy and you only talk to your old friends on the phone once every three months, can you schedule those calls into your calendar and "graduate" that habit to once per month?'}),"\n"]}),"\n",(0,n.jsx)(t.p,{children:(0,n.jsx)(t.a,{href:"https://jamesclear.com/average-speed",children:"https://jamesclear.com/average-speed"})}),"\n",(0,n.jsx)(t.h2,{id:"comfy",children:"COMFY"}),"\n",(0,n.jsxs)(t.ul,{children:["\n",(0,n.jsx)(t.li,{children:"Calm"}),"\n",(0,n.jsx)(t.li,{children:"Openness"}),"\n",(0,n.jsx)(t.li,{children:"Movement"}),"\n",(0,n.jsx)(t.li,{children:"Funny"}),"\n",(0,n.jsx)(t.li,{children:"whY"}),"\n"]}),"\n",(0,n.jsx)(t.h2,{id:"practice-loop",children:"Practice Loop"}),"\n",(0,n.jsx)(t.p,{children:(0,n.jsx)(t.a,{href:"https://www.scotthyoung.com/blog/2020/04/03/practice-loop",children:"https://www.scotthyoung.com/blog/2020/04/03/practice-loop"})}),"\n",(0,n.jsx)(t.h2,{id:"limits-to-habits",children:"Limits to Habits"}),"\n",(0,n.jsx)(t.h3,{id:"habits-arent-routines",children:"Habits Aren't Routines"}),"\n",(0,n.jsx)(t.p,{children:"One limit is pretty straightforward: not all behaviors can be easily automated."}),"\n",(0,n.jsxs)(t.p,{children:["As ",(0,n.jsx)(t.a,{href:"https://click.convertkit-mail.com/5qu6vpn5kgh7h3lq0dh6/48hvh7u2o4760rhx/aHR0cHM6Ly93d3cubmlyYW5kZmFyLmNvbS9oYWJpdHMv",children:"Nir Eyal argues here"}),", a lot of what we refer to as habits are simply routines. Cognitively effortful activities that require effort and attention. Thus there isn't, strictly speaking, a habit for studying a difficult topic or putting in a hard workout at the gym. Nobody ever becomes absent-minded and snaps out of it to realize they're midway through a benchpress."]}),"\n",(0,n.jsx)(t.p,{children:"Habits, in this stricter sense, are those behaviors that flow automatically and unconsciously from a set of prompts. Routines are behaviors we do repeatedly, but involve many deliberate actions that can't be done without some effort and thinking."}),"\n",(0,n.jsx)(t.p,{children:"This suggests putting some caution on one's goals for habits. If the idea is that a behavior can proceed with zero effort after sufficient habituation, you may be disappointed. Routines can become easier with time, but they rarely have zero effort required."}),"\n",(0,n.jsx)(t.h3,{id:"habits-are-often-fragile",children:"Habits are Often Fragile"}),"\n",(0,n.jsx)(t.p,{children:"This leads into a second limitation of habits: they are rarely permanent."}),"\n",(0,n.jsx)(t.p,{children:"Since many habits are actually routines - mixtures of automated and deliberate action - there are few we care about that don't involve some ongoing effort to sustain."}),"\n",(0,n.jsxs)(t.p,{children:["I've written before about why I think ",(0,n.jsx)(t.a,{href:"https://click.convertkit-mail.com/5qu6vpn5kgh7h3lq0dh6/wnh2h6uozelxrqs7/aHR0cHM6Ly93d3cuc2NvdHRoeW91bmcuY29tL2Jsb2cvMjAxNS8wMy8yNS9wZXJtYW5lbnQtaGFiaXRzLw==",children:"habits are often meta-stable"}),". They can require little effort to sustain provided everything else in your life is static. Since that assumption rarely holds, there is always some effort required to reassert the routine you want."]}),"\n",(0,n.jsx)(t.p,{children:"Exercise is a clear example. If you go to the gym every day, without fail, for an entire year, it's safe to say that it will feel quite automatic when you're done. No small part of that is simply the commitment you've made makes the exercising routine highly salient. Thus it might feel fairly easy to continue."}),"\n",(0,n.jsx)(t.p,{children:"Except you switch jobs, move houses or get injured and your schedule changes. You miss a few days, maybe even a few weeks. Certainly rebuilding is easier than exercising for the first time, but there is a non-trivial effort involved."}),"\n",(0,n.jsxs)(t.p,{children:["Where this is particularly relevant is when there are multiple habits you want to sustain. Maintaining one or two good habits is fine. But if you need to maintain dozens, all which have non-zero time commitments? You may have a situation that's ",(0,n.jsx)(t.a,{href:"https://click.convertkit-mail.com/5qu6vpn5kgh7h3lq0dh6/reh8h9u58gowqwu2/aHR0cHM6Ly93d3cuc2NvdHRoeW91bmcuY29tL2Jsb2cvMjAxOC8xMi8xMy9wcm9kdWN0aXZpdHktZ3VpbHQv",children:"untenable long-term"}),"."]}),"\n",(0,n.jsx)(t.h3,{id:"habits-arent-commitments",children:"Habits Aren't Commitments"}),"\n",(0,n.jsx)(t.p,{children:"I've already spoken about the difference between habits and routines. The latter require active effort and can't be fully automated. The most you can hope for is to automate some of the aspects of setting up or getting started, that make it a little smoother."}),"\n",(0,n.jsxs)(t.p,{children:["Commitments are another thing that seem similar to habits ",(0,n.jsx)(t.a,{href:"https://click.convertkit-mail.com/5qu6vpn5kgh7h3lq0dh6/08hwhgu783pgmztl/aHR0cHM6Ly93d3cuc2NvdHRoeW91bmcuY29tL2Jsb2cvMjAxOS8wMy8wOC9oYWJpdHMtdnMtY29tbWl0bWVudHMv",children:"but are quite different"}),'. A commitment is a rule you\'ve put in place for yourself. That rule might be something like, "I must exercise at least 5 times per week," or, "I don\'t eat desserts on weekdays."']}),"\n",(0,n.jsx)(t.h3,{id:"habits-are-often-too-slow",children:"Habits are Often Too Slow"}),"\n",(0,n.jsxs)(t.p,{children:["The ",(0,n.jsx)(t.a,{href:"https://click.convertkit-mail.com/5qu6vpn5kgh7h3lq0dh6/8ghqh3u54m7qgkfk/aHR0cHM6Ly93d3cuc2NvdHRoeW91bmcuY29tL2Jsb2cvMjAxOC8xMC8xOC9ib29rLXJlY29tbWVuZGF0aW9uLWF0b21pYy1oYWJpdHMv",children:"habit-forming philosophy"}),"-that you ought to do things slowly and steadily, since positive, automatic behaviors will compound over time - has major benefits. But there are many areas where such a strategy doesn't apply."]}),"\n",(0,n.jsx)(t.p,{children:"The person starting a business may only have a few months to reach profitability or they'll run out of capital. Starting a new job, going back to school, taking on a difficult project all often involve similar large upfront investments of effort that can't be smoothed down."}),"\n",(0,n.jsx)(t.h3,{id:"human-nature-has-limits",children:"Human Nature Has Limits"}),"\n",(0,n.jsx)(t.p,{children:"Habits are an important tool, but they're just a tool. 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- Scott H Young"})}),"\n",(0,n.jsxs)(t.li,{children:[(0,n.jsx)(t.a,{href:"https://www.youtube.com/watch?v=6azp2ClkdCk",children:"10 Challenges, 90 Days SUCCESS BLUEPRINT for 2024! | Life Advice 2023 | Ankur Warikoo Hindi - YouTube"}),"\n",(0,n.jsxs)(t.ul,{children:["\n",(0,n.jsx)(t.li,{children:"Structured Thinking"}),"\n",(0,n.jsx)(t.li,{children:"Confident Speaking"}),"\n",(0,n.jsx)(t.li,{children:"Eliminate Sugar Craving"}),"\n",(0,n.jsx)(t.li,{children:"Reading"}),"\n",(0,n.jsx)(t.li,{children:"Meditation"}),"\n",(0,n.jsx)(t.li,{children:"Getting Rejected"}),"\n",(0,n.jsx)(t.li,{children:"Resist the Obvious"}),"\n",(0,n.jsx)(t.li,{children:"Wake Up on Time"}),"\n",(0,n.jsx)(t.li,{children:"Avoid Overthinking"}),"\n",(0,n.jsx)(t.li,{children:"Conquer Procrastination"}),"\n"]}),"\n"]}),"\n"]})]})}function d(e={}){const{wrapper:t}={...(0,o.a)(),...e.components};return t?(0,n.jsx)(t,{...e,children:(0,n.jsx)(c,{...e})}):c(e)}},247760:(e,t,i)=>{i.d(t,{Z:()=>n});const n=i.p+"assets/images/Habits-image1-c8d09d2c970dd921d1107cbde124bc92.jpg"},852714:(e,t,i)=>{i.d(t,{Z:()=>n});const n=i.p+"assets/images/Habits-image2-c44b550833cee62e517d3a9d7d714dfb.jpg"},502618:(e,t,i)=>{i.d(t,{Z:()=>n});const n=i.p+"assets/images/Habits-image4-0580201f52db71b7a9266a169542d792.jpg"},511151:(e,t,i)=>{i.d(t,{Z:()=>r,a:()=>a});var n=i(667294);const o={},s=n.createContext(o);function a(e){const t=n.useContext(s);return n.useMemo((function(){return"function"==typeof e?e(t):{...t,...e}}),[t,e])}function r(e){let t;return t=e.disableParentContext?"function"==typeof e.components?e.components(o):e.components||o:a(e.components),n.createElement(s.Provider,{value:t},e.children)}}}]); \ No newline at end of file +"use strict";(self.webpackChunkdeep_notes=self.webpackChunkdeep_notes||[]).push([[43794],{664827:(e,t,i)=>{i.r(t),i.d(t,{assets:()=>l,contentTitle:()=>a,default:()=>d,frontMatter:()=>s,metadata:()=>r,toc:()=>h});var n=i(785893),o=i(511151);const s={},a="Habits",r={id:"psychology/habits",title:"Habits",description:"Self-Control",source:"@site/docs/psychology/habits.md",sourceDirName:"psychology",slug:"/psychology/habits",permalink:"/psychology/habits",draft:!1,unlisted:!1,editUrl:"https://github.com/deepaksood619/deepaksood619.github.io/tree/master/docs/psychology/habits.md",tags:[],version:"current",lastUpdatedAt:1729278358,formattedLastUpdatedAt:"Oct 18, 2024",frontMatter:{},sidebar:"tutorialSidebar",previous:{title:"Emotions",permalink:"/psychology/emotions"},next:{title:"Human Psychology & Thinking",permalink:"/psychology/human-psychology-and-thinking"}},l={},h=[{value:"Self-Control",id:"self-control",level:2},{value:"Core Ideas of Self Improvement",id:"core-ideas-of-self-improvement",level:2},{value:"Identity-Based habits",id:"identity-based-habits",level:3},{value:"Ask Questions",id:"ask-questions",level:2},{value:"Natural Recoverers",id:"natural-recoverers",level:2},{value:"Exposure Theory for overcoming fears",id:"exposure-theory-for-overcoming-fears",level:2},{value:"RAIN (to remove any bad habit or addiction)",id:"rain-to-remove-any-bad-habit-or-addiction",level:2},{value:"Practice makes permanent",id:"practice-makes-permanent",level:2},{value:"Habits",id:"habits-1",level:2},{value:"Process vs Product",id:"process-vs-product",level:2},{value:"Creating Habits",id:"creating-habits",level:2},{value:"Juggling life and learning",id:"juggling-life-and-learning",level:2},{value:"Summary",id:"summary",level:2},{value:"Carpe diem",id:"carpe-diem",level:2},{value:"Implementation Intentions",id:"implementation-intentions",level:2},{value:"Habit Graduation",id:"habit-graduation",level:2},{value:"COMFY",id:"comfy",level:2},{value:"Practice Loop",id:"practice-loop",level:2},{value:"Limits to Habits",id:"limits-to-habits",level:2},{value:"Habits Aren't Routines",id:"habits-arent-routines",level:3},{value:"Habits are Often Fragile",id:"habits-are-often-fragile",level:3},{value:"Habits Aren't Commitments",id:"habits-arent-commitments",level:3},{value:"Habits are Often Too Slow",id:"habits-are-often-too-slow",level:3},{value:"Human Nature Has Limits",id:"human-nature-has-limits",level:3},{value:"Genius Habits",id:"genius-habits",level:2},{value:"Links",id:"links",level:2}];function c(e){const t={a:"a",h1:"h1",h2:"h2",h3:"h3",img:"img",li:"li",ol:"ol",p:"p",strong:"strong",ul:"ul",...(0,o.a)(),...e.components};return(0,n.jsxs)(n.Fragment,{children:[(0,n.jsx)(t.h1,{id:"habits",children:"Habits"}),"\n",(0,n.jsx)(t.h2,{id:"self-control",children:"Self-Control"}),"\n",(0,n.jsx)(t.p,{children:"Prime your environment to make the next action easy."}),"\n",(0,n.jsx)(t.p,{children:"Your habits are how you embody a particular identity."}),"\n",(0,n.jsx)(t.p,{children:"When you make your bed, you embody the identity of someone who is clean and organized. When you study, you embody the identity of someone who is studious."}),"\n",(0,n.jsx)(t.p,{children:"What identity are you embodying today? Who are your habits helping you become?"}),"\n",(0,n.jsx)(t.p,{children:(0,n.jsx)(t.a,{href:"https://www.youtube.com/watch?v=o7w5r5PfBKo",children:"How to Trick Your Brain to Like Doing Hard Things - Atomic Habits by James Clear - YouTube"})}),"\n",(0,n.jsx)(t.h2,{id:"core-ideas-of-self-improvement",children:"Core Ideas of Self Improvement"}),"\n",(0,n.jsxs)(t.ol,{children:["\n",(0,n.jsx)(t.li,{children:"Habits"}),"\n",(0,n.jsx)(t.li,{children:"Goal-setting"}),"\n",(0,n.jsx)(t.li,{children:"Systems"}),"\n",(0,n.jsx)(t.li,{children:"Emotional Self-Regulation"}),"\n",(0,n.jsx)(t.li,{children:"Learning"}),"\n",(0,n.jsx)(t.li,{children:"Values and Meaning"}),"\n",(0,n.jsx)(t.li,{children:"Thoughts and Beliefs"}),"\n"]}),"\n",(0,n.jsx)(t.p,{children:(0,n.jsx)(t.a,{href:"https://www.scotthyoung.com/blog/2020/03/23/core-self-improvement-ideas",children:"https://www.scotthyoung.com/blog/2020/03/23/core-self-improvement-ideas"})}),"\n",(0,n.jsx)(t.h3,{id:"identity-based-habits",children:"Identity-Based habits"}),"\n",(0,n.jsx)(t.p,{children:"Changing your beliefs isn't nearly as hard as you might think. There are two steps."}),"\n",(0,n.jsxs)(t.ol,{children:["\n",(0,n.jsx)(t.li,{children:"Decide the type of person you want to be."}),"\n",(0,n.jsx)(t.li,{children:"Prove it to yourself with small wins."}),"\n"]}),"\n",(0,n.jsx)(t.p,{children:(0,n.jsx)(t.a,{href:"https://jamesclear.com/identity-based-habits",children:"https://jamesclear.com/identity-based-habits"})}),"\n",(0,n.jsx)(t.h2,{id:"ask-questions",children:"Ask Questions"}),"\n",(0,n.jsx)(t.p,{children:"If you did that activity continuously for a year, would your life be any different? If not then don't do it."}),"\n",(0,n.jsx)(t.h2,{id:"natural-recoverers",children:"Natural Recoverers"}),"\n",(0,n.jsx)(t.p,{children:'Addiction researchers use the term "natural recoverers" to refer to people who are able to overcome addiction on their own, without treatment or self-help groups. Often, natural recoverers try to quit many times; ultimately, many are successful.'}),"\n",(0,n.jsx)(t.p,{children:"Each attempt represents a lesson learned and progress toward the ulti- mate goal of quitting. In fact, research shows that each failed attempt to quit any addiction is independent of the others. Because each attempt has its own probability of success, repeated attempts to quit increase the likelihood of eventual success."}),"\n",(0,n.jsx)(t.p,{children:(0,n.jsx)(t.img,{alt:"image",src:i(247760).Z+"",width:"1704",height:"1646"})}),"\n",(0,n.jsx)(t.h2,{id:"exposure-theory-for-overcoming-fears",children:"Exposure Theory for overcoming fears"}),"\n",(0,n.jsxs)(t.ul,{children:["\n",(0,n.jsx)(t.li,{children:"Graded exposure (slowly step by step exposure)"}),"\n",(0,n.jsx)(t.li,{children:"Flooding (facing the most fearful)"}),"\n"]}),"\n",(0,n.jsx)(t.p,{children:(0,n.jsx)(t.img,{alt:"image",src:i(852714).Z+"",width:"800",height:"312"})}),"\n",(0,n.jsx)(t.p,{children:"Exposure therapy, where you give yourself small doses of the thing you're scared of to diminish the fear it generates, works for phobias of spiders or clowns, but it can also help with getting started"}),"\n",(0,n.jsx)(t.p,{children:"Say you need to write an essay, but you're not sure what topic to do it on. You've implemented the suggestions above, and picked a default topic and a deadline. Now the deadline has passed, and you're supposed to get started on the essay, but you're still dragging your feet. Now what?"}),"\n",(0,n.jsx)(t.p,{children:"Here, you can start by giving yourself a task that is small enough to be manageably unpleasant. Instead of telling yourself to sit for several hours writing the essay in the library, only ask yourself to write one paragraph. After which you can take a break."}),"\n",(0,n.jsx)(t.p,{children:"Writing one paragraph will overcome your initial resistance and make the built-up aversion to getting started slightly less. Once you've done this, you might try sitting for thirty minutes to write, no expectations on accomplishing anything. Later, you can keep expanding until the essay is done."}),"\n",(0,n.jsx)(t.p,{children:"You might have dealt with a similar problem with starting a business. But what if you just had to get one client, or sell only one thing? What if you just had to make something, and not try to sell it? Breaking down your fears into atomic parts can make them something you can overcome."}),"\n",(0,n.jsxs)(t.p,{children:["Exposure therapyis just one tool. Another can be",(0,n.jsx)(t.strong,{children:"pairing taking action with a reward,"})," so overcoming your procrastination becomes positively reinforced."]}),"\n",(0,n.jsxs)(t.p,{children:["Another can also be",(0,n.jsx)(t.strong,{children:"punishing yourself for failure to act"}),". I knew someone once who forced himself to only take showers with cold water if he missed any of his goals, the day before. The thought of cold water started to motivate action."]}),"\n",(0,n.jsx)(t.h2,{id:"rain-to-remove-any-bad-habit-or-addiction",children:"RAIN (to remove any bad habit or addiction)"}),"\n",(0,n.jsxs)(t.ul,{children:["\n",(0,n.jsx)(t.li,{children:"R - Recognize the craving"}),"\n",(0,n.jsx)(t.li,{children:"A - Accept that you are craving"}),"\n",(0,n.jsx)(t.li,{children:"I - Investigate - See all the senses and how it effects your body"}),"\n",(0,n.jsx)(t.li,{children:"N - Note - from moment to moment how those sensation change and move"}),"\n"]}),"\n",(0,n.jsx)(t.h2,{id:"practice-makes-permanent",children:"Practice makes permanent"}),"\n",(0,n.jsxs)(t.ul,{children:["\n",(0,n.jsxs)(t.li,{children:["Why learning math is so difficult","\n",(0,n.jsxs)(t.ul,{children:["\n",(0,n.jsx)(t.li,{children:"because there is no analogous thing to point to"}),"\n",(0,n.jsx)(t.li,{children:"Because math is abstract"}),"\n"]}),"\n"]}),"\n",(0,n.jsx)(t.li,{children:"Therefore practice is more important to learn abstract concepts. We have to build neural pathways in our brain through practice"}),"\n"]}),"\n",(0,n.jsx)(t.h2,{id:"habits-1",children:"Habits"}),"\n",(0,n.jsxs)(t.ol,{children:["\n",(0,n.jsx)(t.li,{children:"The cue - It can be useful or harmful it's a routine, what we do in reaction to that cue matters."}),"\n",(0,n.jsx)(t.li,{children:"The routine - This is our zombie mode"}),"\n",(0,n.jsx)(t.li,{children:"The reward - giving rewards for following routines can be helpful to avoid procrastination"}),"\n",(0,n.jsx)(t.li,{children:"The belief"}),"\n"]}),"\n",(0,n.jsx)(t.h2,{id:"process-vs-product",children:"Process vs Product"}),"\n",(0,n.jsx)(t.p,{children:"Its ok to feel bad while starting to do something you don't like. But then just letting it go and working on it will feel great. That's important."}),"\n",(0,n.jsx)(t.p,{children:"Process means, the flow of time and the habits and actions associated with that flow of time. As in, I'm going to spend 20 minutes working. Product is an outcome, for example, a homework assignment that you need to finish."}),"\n",(0,n.jsx)(t.p,{children:"To prevent procrastination you want to avoid concentrating on product. Instead, your attention should be on building processes. Processes relate to simple habits, habits that coincidentally allow you to do the unpleasant tasks that need to be done. For example, lets say you don't like doing homework in a particular class. So you put off working on the homework. It's only five questions you think. How hard could that be? Deep down, you realize that answering these five questions could be a very lengthy job. It's easier to live in a fantasy world where the five questions, or the ten page report or whatever, can be done at the last minute. You're challenge is to avoid focusing on the product, the answers to the questions. The product is what triggers the pain that causes you to procrastinate. Instead, you need to focus on the process or processes. The small chunks of time you need over days or even weeks to answer the questions or prepare for tests. Who cares whether you finish the homework or grasp the key concepts in any one session. The whole point instead, is that you calmly put forth your best effort for a short period."}),"\n",(0,n.jsx)(t.p,{children:"Using pomodoro can help building process and not focus on completing the task."}),"\n",(0,n.jsx)(t.h2,{id:"creating-habits",children:"Creating Habits"}),"\n",(0,n.jsx)(t.p,{children:"Overwrite a few parts of old habits and write new ones."}),"\n",(0,n.jsx)(t.p,{children:"The trick to overriding a habit is to look to change your reaction to a cue. The only place we have to use willpower is for changing these."}),"\n",(0,n.jsxs)(t.ol,{children:["\n",(0,n.jsxs)(t.li,{children:["\n",(0,n.jsx)(t.p,{children:"The cue"}),"\n",(0,n.jsxs)(t.ul,{children:["\n",(0,n.jsx)(t.li,{children:"location"}),"\n",(0,n.jsx)(t.li,{children:"time"}),"\n",(0,n.jsx)(t.li,{children:"how you feel"}),"\n",(0,n.jsx)(t.li,{children:"reactions"}),"\n"]}),"\n"]}),"\n",(0,n.jsxs)(t.li,{children:["\n",(0,n.jsx)(t.p,{children:"The routine"}),"\n",(0,n.jsxs)(t.ul,{children:["\n",(0,n.jsxs)(t.li,{children:["\n",(0,n.jsx)(t.p,{children:"The unhappy feeling"}),"\n"]}),"\n",(0,n.jsxs)(t.li,{children:["\n",(0,n.jsx)(t.p,{children:"You funnel attention onto a more pleasant task (these place we have to rewire our old habbit)"}),"\n",(0,n.jsxs)(t.ul,{children:["\n",(0,n.jsx)(t.li,{children:"Develop a plan / ritual, adjust your plans and then savor vitories when your plan works. Don't try to change everything at once"}),"\n"]}),"\n"]}),"\n"]}),"\n"]}),"\n",(0,n.jsxs)(t.li,{children:["\n",(0,n.jsx)(t.p,{children:"The reward"}),"\n",(0,n.jsx)(t.p,{children:"Reward is very important to rewire the old habit. Because brain will look for that reward and then will stick to that habit."}),"\n",(0,n.jsx)(t.p,{children:"The better you get at something the more enjoyable it becomes"}),"\n"]}),"\n",(0,n.jsxs)(t.li,{children:["\n",(0,n.jsx)(t.p,{children:"The belief"}),"\n",(0,n.jsx)(t.p,{children:"You can do it."}),"\n",(0,n.jsx)(t.p,{children:"Belief that your system works."}),"\n"]}),"\n"]}),"\n",(0,n.jsx)(t.h2,{id:"juggling-life-and-learning",children:"Juggling life and learning"}),"\n",(0,n.jsxs)(t.ul,{children:["\n",(0,n.jsx)(t.li,{children:"Weekly list of key tasks"}),"\n",(0,n.jsx)(t.li,{children:"Write daily to do list, evening before"}),"\n"]}),"\n",(0,n.jsx)(t.p,{children:"Research has shown that this helps your subconscious to grapple with the tasks on the list so you can figure out how to accomplish them. Writing the list before you go to sleep, enlists your zombies, to help you accomplish the items on the list the next day. If you don't write your tasks down on a list, they lurk at the edge of the four or so slots of your working memory, taking up valuable mental real estate. But once you make a task list, it frees working memory for problem solving."}),"\n",(0,n.jsxs)(t.ul,{children:["\n",(0,n.jsx)(t.li,{children:"Planning your quitting time is as important as planning your working time"}),"\n",(0,n.jsx)(t.li,{children:"Try to have a break time and make it fixed"}),"\n",(0,n.jsx)(t.li,{children:"Eat your frogs first in the morning. Try to work on a most important and most disliked task first. At least just one Pomodoro"}),"\n"]}),"\n",(0,n.jsx)(t.h2,{id:"summary",children:"Summary"}),"\n",(0,n.jsxs)(t.ol,{children:["\n",(0,n.jsxs)(t.li,{children:["\n",(0,n.jsx)(t.p,{children:"Create processes instead of product"}),"\n"]}),"\n",(0,n.jsxs)(t.li,{children:["\n",(0,n.jsx)(t.p,{children:"Having a leisure time is as important as working"}),"\n"]}),"\n",(0,n.jsxs)(t.li,{children:["\n",(0,n.jsx)(t.p,{children:"Create habits"}),"\n",(0,n.jsxs)(t.ol,{children:["\n",(0,n.jsx)(t.li,{children:"The cue"}),"\n",(0,n.jsx)(t.li,{children:"The routine"}),"\n",(0,n.jsx)(t.li,{children:"The reward"}),"\n",(0,n.jsx)(t.li,{children:"The belief"}),"\n"]}),"\n"]}),"\n",(0,n.jsxs)(t.li,{children:["\n",(0,n.jsx)(t.p,{children:"Always have reward if you follow habits"}),"\n"]}),"\n",(0,n.jsxs)(t.li,{children:["\n",(0,n.jsx)(t.p,{children:"Look for procrastination cues"}),"\n"]}),"\n",(0,n.jsxs)(t.li,{children:["\n",(0,n.jsx)(t.p,{children:"Keep a planar journal"}),"\n"]}),"\n",(0,n.jsxs)(t.li,{children:["\n",(0,n.jsx)(t.p,{children:"Create a task list before you go to sleep"}),"\n"]}),"\n",(0,n.jsxs)(t.li,{children:["\n",(0,n.jsx)(t.p,{children:"Eat your frogs first thing in the morning"}),"\n"]}),"\n"]}),"\n",(0,n.jsx)(t.h2,{id:"carpe-diem",children:"Carpe diem"}),"\n",(0,n.jsxs)(t.p,{children:['You know that this is Latin for "',(0,n.jsx)(t.strong,{children:"seize the day"}),"\" right? No matter how yesterday went-whether you had great triumphs or whether you wish you'd spent the whole day in bed, remember that every new day is a new opportunity. You can't rest on yesterday's accomplishments, and you never have to repeat yesterday's mistakes."]}),"\n",(0,n.jsx)(t.h2,{id:"implementation-intentions",children:"Implementation Intentions"}),"\n",(0,n.jsx)(t.p,{children:"I will [BEHAVIOR] at [TIME] in [LOCATION]."}),"\n",(0,n.jsxs)(t.ul,{children:["\n",(0,n.jsx)(t.li,{children:"I will meditate for one minute at 7 a.m. in my kitchen."}),"\n",(0,n.jsx)(t.li,{children:"I will study Spanish for twenty minutes at 6 p.m. in my bedroom."}),"\n",(0,n.jsx)(t.li,{children:"I will exercise for one hour at 5 p.m. in my local gym."}),"\n",(0,n.jsx)(t.li,{children:"I will make my partner a cup of tea at 8 a.m. in the kitchen."}),"\n"]}),"\n",(0,n.jsx)(t.p,{children:"Give your habits a time and a space to live in the world. The goal is to make the time and location so obvious that, with enough repetition, you get an urge to do the right thing at the right time, even if you can't say why."}),"\n",(0,n.jsx)(t.p,{children:(0,n.jsx)(t.a,{href:"https://jamesclear.com/implementation-intentions",children:"https://jamesclear.com/implementation-intentions"})}),"\n",(0,n.jsx)(t.h2,{id:"habit-graduation",children:"Habit Graduation"}),"\n",(0,n.jsx)(t.p,{children:"Graduating from your current habit to one level higher. Basically, habit graduation is about increasing your average speed."}),"\n",(0,n.jsx)(t.p,{children:"Examples"}),"\n",(0,n.jsxs)(t.ul,{children:["\n",(0,n.jsx)(t.li,{children:'If your average speed is eating three healthy meals per week, can you "graduate" that to one healthy meal per day?'}),"\n",(0,n.jsx)(t.li,{children:'If your average speed is exercising twice per month, can you "graduate" that to once per week?'}),"\n",(0,n.jsx)(t.li,{children:'If your job is crazy and you only talk to your old friends on the phone once every three months, can you schedule those calls into your calendar and "graduate" that habit to once per month?'}),"\n"]}),"\n",(0,n.jsx)(t.p,{children:(0,n.jsx)(t.a,{href:"https://jamesclear.com/average-speed",children:"https://jamesclear.com/average-speed"})}),"\n",(0,n.jsx)(t.h2,{id:"comfy",children:"COMFY"}),"\n",(0,n.jsxs)(t.ul,{children:["\n",(0,n.jsx)(t.li,{children:"Calm"}),"\n",(0,n.jsx)(t.li,{children:"Openness"}),"\n",(0,n.jsx)(t.li,{children:"Movement"}),"\n",(0,n.jsx)(t.li,{children:"Funny"}),"\n",(0,n.jsx)(t.li,{children:"whY"}),"\n"]}),"\n",(0,n.jsx)(t.h2,{id:"practice-loop",children:"Practice Loop"}),"\n",(0,n.jsx)(t.p,{children:(0,n.jsx)(t.a,{href:"https://www.scotthyoung.com/blog/2020/04/03/practice-loop",children:"https://www.scotthyoung.com/blog/2020/04/03/practice-loop"})}),"\n",(0,n.jsx)(t.h2,{id:"limits-to-habits",children:"Limits to Habits"}),"\n",(0,n.jsx)(t.h3,{id:"habits-arent-routines",children:"Habits Aren't Routines"}),"\n",(0,n.jsx)(t.p,{children:"One limit is pretty straightforward: not all behaviors can be easily automated."}),"\n",(0,n.jsxs)(t.p,{children:["As ",(0,n.jsx)(t.a,{href:"https://click.convertkit-mail.com/5qu6vpn5kgh7h3lq0dh6/48hvh7u2o4760rhx/aHR0cHM6Ly93d3cubmlyYW5kZmFyLmNvbS9oYWJpdHMv",children:"Nir Eyal argues here"}),", a lot of what we refer to as habits are simply routines. Cognitively effortful activities that require effort and attention. Thus there isn't, strictly speaking, a habit for studying a difficult topic or putting in a hard workout at the gym. Nobody ever becomes absent-minded and snaps out of it to realize they're midway through a benchpress."]}),"\n",(0,n.jsx)(t.p,{children:"Habits, in this stricter sense, are those behaviors that flow automatically and unconsciously from a set of prompts. Routines are behaviors we do repeatedly, but involve many deliberate actions that can't be done without some effort and thinking."}),"\n",(0,n.jsx)(t.p,{children:"This suggests putting some caution on one's goals for habits. If the idea is that a behavior can proceed with zero effort after sufficient habituation, you may be disappointed. Routines can become easier with time, but they rarely have zero effort required."}),"\n",(0,n.jsx)(t.h3,{id:"habits-are-often-fragile",children:"Habits are Often Fragile"}),"\n",(0,n.jsx)(t.p,{children:"This leads into a second limitation of habits: they are rarely permanent."}),"\n",(0,n.jsx)(t.p,{children:"Since many habits are actually routines - mixtures of automated and deliberate action - there are few we care about that don't involve some ongoing effort to sustain."}),"\n",(0,n.jsxs)(t.p,{children:["I've written before about why I think ",(0,n.jsx)(t.a,{href:"https://click.convertkit-mail.com/5qu6vpn5kgh7h3lq0dh6/wnh2h6uozelxrqs7/aHR0cHM6Ly93d3cuc2NvdHRoeW91bmcuY29tL2Jsb2cvMjAxNS8wMy8yNS9wZXJtYW5lbnQtaGFiaXRzLw==",children:"habits are often meta-stable"}),". They can require little effort to sustain provided everything else in your life is static. Since that assumption rarely holds, there is always some effort required to reassert the routine you want."]}),"\n",(0,n.jsx)(t.p,{children:"Exercise is a clear example. If you go to the gym every day, without fail, for an entire year, it's safe to say that it will feel quite automatic when you're done. No small part of that is simply the commitment you've made makes the exercising routine highly salient. Thus it might feel fairly easy to continue."}),"\n",(0,n.jsx)(t.p,{children:"Except you switch jobs, move houses or get injured and your schedule changes. You miss a few days, maybe even a few weeks. Certainly rebuilding is easier than exercising for the first time, but there is a non-trivial effort involved."}),"\n",(0,n.jsxs)(t.p,{children:["Where this is particularly relevant is when there are multiple habits you want to sustain. Maintaining one or two good habits is fine. But if you need to maintain dozens, all which have non-zero time commitments? You may have a situation that's ",(0,n.jsx)(t.a,{href:"https://click.convertkit-mail.com/5qu6vpn5kgh7h3lq0dh6/reh8h9u58gowqwu2/aHR0cHM6Ly93d3cuc2NvdHRoeW91bmcuY29tL2Jsb2cvMjAxOC8xMi8xMy9wcm9kdWN0aXZpdHktZ3VpbHQv",children:"untenable long-term"}),"."]}),"\n",(0,n.jsx)(t.h3,{id:"habits-arent-commitments",children:"Habits Aren't Commitments"}),"\n",(0,n.jsx)(t.p,{children:"I've already spoken about the difference between habits and routines. The latter require active effort and can't be fully automated. The most you can hope for is to automate some of the aspects of setting up or getting started, that make it a little smoother."}),"\n",(0,n.jsxs)(t.p,{children:["Commitments are another thing that seem similar to habits ",(0,n.jsx)(t.a,{href:"https://click.convertkit-mail.com/5qu6vpn5kgh7h3lq0dh6/08hwhgu783pgmztl/aHR0cHM6Ly93d3cuc2NvdHRoeW91bmcuY29tL2Jsb2cvMjAxOS8wMy8wOC9oYWJpdHMtdnMtY29tbWl0bWVudHMv",children:"but are quite different"}),'. A commitment is a rule you\'ve put in place for yourself. That rule might be something like, "I must exercise at least 5 times per week," or, "I don\'t eat desserts on weekdays."']}),"\n",(0,n.jsx)(t.h3,{id:"habits-are-often-too-slow",children:"Habits are Often Too Slow"}),"\n",(0,n.jsxs)(t.p,{children:["The ",(0,n.jsx)(t.a,{href:"https://click.convertkit-mail.com/5qu6vpn5kgh7h3lq0dh6/8ghqh3u54m7qgkfk/aHR0cHM6Ly93d3cuc2NvdHRoeW91bmcuY29tL2Jsb2cvMjAxOC8xMC8xOC9ib29rLXJlY29tbWVuZGF0aW9uLWF0b21pYy1oYWJpdHMv",children:"habit-forming philosophy"}),"-that you ought to do things slowly and steadily, since positive, automatic behaviors will compound over time - has major benefits. But there are many areas where such a strategy doesn't apply."]}),"\n",(0,n.jsx)(t.p,{children:"The person starting a business may only have a few months to reach profitability or they'll run out of capital. Starting a new job, going back to school, taking on a difficult project all often involve similar large upfront investments of effort that can't be smoothed down."}),"\n",(0,n.jsx)(t.h3,{id:"human-nature-has-limits",children:"Human Nature Has Limits"}),"\n",(0,n.jsx)(t.p,{children:"Habits are an important tool, but they're just a tool. 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Running DS is notoriously, intentionally difficult"}),"\n",(0,s.jsx)(a.p,{children:(0,s.jsx)(a.a,{href:"https://www.tpc.org/information/benchmarks5.asp",children:"TPC Benchmarks Overview"})}),"\n",(0,s.jsx)(a.p,{children:(0,s.jsx)(a.a,{href:"https://atwong.medium.com/what-is-the-difference-between-tpc-h-and-tpc-ds-benchmarks-cb92fc104c32",children:"What is the difference between TPC-H and TPC-DS benchmarks? | by Albert Wong | Oct, 2023 | Medium"})}),"\n",(0,s.jsx)(a.h2,{id:"tools",children:"Tools"}),"\n",(0,s.jsxs)(a.ul,{children:["\n",(0,s.jsxs)(a.li,{children:["Croissant","\n",(0,s.jsxs)(a.ul,{children:["\n",(0,s.jsx)(a.li,{children:(0,s.jsx)(a.a,{href:"https://research.google/blog/croissant-a-metadata-format-for-ml-ready-datasets/",children:"Croissant: a metadata format for ML-ready datasets"})}),"\n",(0,s.jsx)(a.li,{children:(0,s.jsx)(a.a,{href:"https://github.com/mlcommons/croissant",children:"GitHub - mlcommons/croissant: Croissant is a high-level format for machine learning datasets that brings together four rich layers."})}),"\n"]}),"\n"]}),"\n",(0,s.jsxs)(a.li,{children:["Cat / Dog - ",(0,s.jsx)(a.a,{href:"https://bit.ly/ImgClsKeras",children:"https://bit.ly/ImgClsKeras"})]}),"\n"]}),"\n",(0,s.jsx)(a.h2,{id:"links",children:"Links"}),"\n",(0,s.jsxs)(a.ul,{children:["\n",(0,s.jsx)(a.li,{children:(0,s.jsx)(a.a,{href:"https://machinelearningmastery.com/5-free-datasets-to-kickstart-your-machine-learning-projects-today/",children:"5 Free Datasets to Kickstart Your Machine Learning Projects Today - MachineLearningMastery.com"})}),"\n"]})]})}function h(e={}){const{wrapper:a}={...(0,i.a)(),...e.components};return a?(0,s.jsx)(a,{...e,children:(0,s.jsx)(l,{...e})}):l(e)}},511151:(e,a,n)=>{n.d(a,{Z:()=>o,a:()=>r});var s=n(667294);const i={},t=s.createContext(i);function r(e){const a=s.useContext(t);return s.useMemo((function(){return"function"==typeof e?e(a):{...a,...e}}),[a,e])}function o(e){let a;return a=e.disableParentContext?"function"==typeof e.components?e.components(i):e.components||i:r(e.components),s.createElement(t.Provider,{value:a},e.children)}}}]); 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Ratio"}),"\n",(0,a.jsx)(n.li,{children:"Deposits"}),"\n",(0,a.jsx)(n.li,{children:"Advances"}),"\n",(0,a.jsx)(n.li,{children:"Advance to deposit ratio"}),"\n",(0,a.jsx)(n.li,{children:"Profit margin"}),"\n",(0,a.jsx)(n.li,{children:"Net interest margin"}),"\n",(0,a.jsx)(n.li,{children:"Cost to income ratio"}),"\n",(0,a.jsx)(n.li,{children:"Gross NPA"}),"\n",(0,a.jsx)(n.li,{children:"Net NPA"}),"\n",(0,a.jsx)(n.li,{children:"Provision coverage ratio"}),"\n",(0,a.jsx)(n.li,{children:"Revenue"}),"\n",(0,a.jsx)(n.li,{children:"EPS"}),"\n"]}),"\n",(0,a.jsx)(n.h3,{id:"alm-asset-liability-mismatch",children:"ALM (Asset Liability Mismatch)"}),"\n",(0,a.jsxs)(n.p,{children:["Asset/liability management is the process of managing the use of assets and ",(0,a.jsx)(n.a,{href:"https://www.investopedia.com/terms/c/cashflow.asp",children:"cash flows"})," to reduce the firm\u2019s ",(0,a.jsx)(n.a,{href:"https://www.investopedia.com/terms/r/risk.asp",children:"risk of loss"})," from not paying a liability on time. Well-managed assets and liabilities increase business profits. The asset/liability management process is typically applied to bank loan portfolios and ",(0,a.jsx)(n.a,{href:"https://www.investopedia.com/terms/p/pensionplan.asp",children:"pension plans"}),". It also involves the ",(0,a.jsx)(n.a,{href:"https://www.investopedia.com/terms/e/economicvalueofequity.asp",children:"economic value of equity"}),"."]}),"\n",(0,a.jsx)(n.p,{children:(0,a.jsx)(n.a,{href:"https://www.investopedia.com/terms/a/asset-liabilitymanagement.asp",children:"Asset/Liability Management: Definition, Meaning, and Strategies"})}),"\n",(0,a.jsx)(n.h2,{id:"npa-non-performing-assets",children:"NPA (Non Performing Assets)"}),"\n",(0,a.jsxs)(n.p,{children:["A Non-performing asset(NPA) is defined as a ",(0,a.jsx)(n.a,{href:"https://en.wikipedia.org/wiki/Credit_facility",children:"credit facility"})," in respect of which the ",(0,a.jsx)(n.a,{href:"https://en.wikipedia.org/wiki/Interest",children:"interest"})," and/or installment of ",(0,a.jsx)(n.a,{href:"https://en.wikipedia.org/wiki/Bond_(finance)#Principal",children:"principal"})," has remained 'past due' for a specified period of time. In simple terms, an asset is tagged as non performing when it ceases to generate income for the lender."]}),"\n",(0,a.jsx)(n.p,{children:"GNPA: GNPA stands for gross non-performing assets. GNPA is an absolute amount. It tells you the total value of gross non-performing assets for the bank in a particular quarter or financial year as the case may be."}),"\n",(0,a.jsx)(n.p,{children:"NNPA: NNPA stands for net non-performing assets. NNPA subtracts the provisions made by the bank from the gross NPA. Therefore net NPA gives you the exact value of non-performing assets after the bank has made specific provisions for it."}),"\n",(0,a.jsx)(n.h2,{id:"capital-adequacy-ratio-car",children:"Capital Adequacy Ratio (CAR)"}),"\n",(0,a.jsxs)(n.ul,{children:["\n",(0,a.jsx)(n.li,{children:"CAR is critical to ensure that banks have enough cushion to absorb a reasonable amount of losses before they become insolvent."}),"\n",(0,a.jsx)(n.li,{children:"CAR is used by regulators to determine capital adequacy for banks and to run stress tests."}),"\n",(0,a.jsx)(n.li,{children:"The downside of using CAR is that it doesn't account for the risk of a potential run on the bank, or what would happen in a financial crisis."}),"\n"]}),"\n",(0,a.jsx)(n.h3,{id:"risk-weighted-assets",children:"Risk-Weighted Assets"}),"\n",(0,a.jsxs)(n.p,{children:[(0,a.jsx)(n.a,{href:"https://www.investopedia.com/terms/r/riskweightedassets.asp",children:"Risk-weighted assets"})," are used to determine the minimum amount of capital that must be held by banks and other institutions to reduce the risk of ",(0,a.jsx)(n.a,{href:"https://www.investopedia.com/terms/i/insolvency.asp",children:"insolvency"}),". 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This is permanently available capital and readily available to absorb losses incurred by a bank without it having to cease operations."]}),"\n",(0,a.jsxs)(n.p,{children:[(0,a.jsx)(n.strong,{children:"Tier 2 capital:"})," This can absorb losses if the bank is winding-up and so gives depositors a lesser measure of protection. This consists of unaudited reserves, unaudited retained earnings, and general loss reserves. This capital cushions losses if the bank is winding up and is used to absorb losses after a bank loses all its tier 1 capital."]}),"\n",(0,a.jsx)(n.p,{children:(0,a.jsx)(n.a,{href:"https://www.investopedia.com/terms/c/capitaladequacyratio.asp",children:"What the Capital Adequacy Ratio (CAR) Measures With Formula"})}),"\n",(0,a.jsx)(n.h2,{id:"credit-cards",children:"Credit Cards"}),"\n",(0,a.jsx)(n.p,{children:(0,a.jsx)(n.a,{href:"https://www.youtube.com/watch?v=vR-uvPPdI_M&ab_channel=a16z",children:"A Brief History of Credit Cards (or What Happens When You Swipe)"})}),"\n",(0,a.jsx)(n.p,{children:(0,a.jsx)(n.a,{href:"https://twitter.com/arampell/status/1435692945387048964",children:"https://twitter.com/arampell/status/1435692945387048964"})}),"\n",(0,a.jsx)(n.p,{children:(0,a.jsx)(n.a,{href:"https://productcoalition.com/lets-talk-about-card-payment-processing-df25c37614bd",children:"https://productcoalition.com/lets-talk-about-card-payment-processing-df25c37614bd"})}),"\n",(0,a.jsx)(n.p,{children:"Renauld Leplanche is known as the father of the fintech industry and is an investor in Stashfin"}),"\n",(0,a.jsx)(n.h2,{id:"maker-checker--dual-approval-process--4-eyes-principle",children:"Maker Checker / Dual Approval Process / 4 Eyes Principle"}),"\n",(0,a.jsxs)(n.p,{children:["Maker-checker (or Maker and Checker, or 4-Eyes) is one of the central principles of ",(0,a.jsx)(n.a,{href:"https://en.wikipedia.org/wiki/Authorization",children:"authorization"})," in the",(0,a.jsx)(n.a,{href:"https://en.wikipedia.org/wiki/Information_system",children:"information systems"}),"of financial organizations. The principle of maker and checker means that for each",(0,a.jsx)(n.a,{href:"https://en.wikipedia.org/wiki/Transaction_processing",children:"transaction"}),", there must be at least two individuals necessary for its completion. While one individual may create a transaction, the other individual should be involved in confirmation/authorization of the same. Here the segregation of duties play an important role. In this way, strict control is kept over system software and data, keeping in mind functional division of labor between all classes of employees."]}),"\n",(0,a.jsx)(n.p,{children:"Dual Approval is a control that requires two separate people to authorize a transaction. The first person is responsible for creating the request (known as the maker), while the second person checks and approves the activity (known as the checker)."}),"\n",(0,a.jsx)(n.h3,{id:"why-is-dual-approval-important",children:"Why is Dual Approval important?"}),"\n",(0,a.jsx)(n.p,{children:"Humans are not perfect. It does not matter how clever, trusted or trained we are, sooner or later everybody will make a mistake. A maker-checker processintroduces a second pair of eyes and helps spot things that appear suspicious, strange or incorrect. Dual Approval clearly helps protect your business, but it also helps protect your employees from making unintended errors or deviating from process."}),"\n",(0,a.jsx)(n.h3,{id:"how-does-it-work",children:"How does it work?"}),"\n",(0,a.jsx)(n.p,{children:"The ability to configure the process flow, approvers and approval limits to meet the individual needs of your business. Any eligible transactions will be transferred to a pre-selected pool of checkers for authorization."}),"\n",(0,a.jsx)(n.h3,{id:"what-are-the-benefits-of-dual-approval",children:"What are the benefits of Dual Approval?"}),"\n",(0,a.jsx)(n.p,{children:"Adding Dual Approval can help strengthen your online controls and protect your business from several different types of operational risk"}),"\n",(0,a.jsx)(n.h4,{id:"payment-scams",children:"Payment Scams"}),"\n",(0,a.jsx)(n.p,{children:"Payment fraud is a growing risk, and criminals continue to deploy increasingly clever scams. While a fraudster may be able to trick an individual, a system-enforced checker ensures that a second person looks at the transaction and can help capture the attempt before any money leaves your account."}),"\n",(0,a.jsx)(n.h4,{id:"compromised-credentials",children:"Compromised Credentials"}),"\n",(0,a.jsx)(n.p,{children:"Fraudsters are using advanced techniques to steal people's usernames and passwords, before logging intotheir victims' accounts and diverting funds. Even if a criminal was able to compromise one of your online user's credentials, Dual Approval would help stop the attacker from being able to make a withdrawal."}),"\n",(0,a.jsx)(n.h4,{id:"processing-errors",children:"Processing Errors"}),"\n",(0,a.jsx)(n.p,{children:"A checker can help spot a variety of mistakes, from breaches of internal procedure to typing errors on the account number or the value of a transfer."}),"\n",(0,a.jsx)(n.h4,{id:"internal-fraud",children:"Internal Fraud"}),"\n",(0,a.jsx)(n.p,{children:"While all businesses want to be able to trust their staff, the reality is that a significant number of companies have been defrauded by an employee. External pressures and/or unexpected opportunities can lead a previously trusted staff member into making a poor ethical decision. Dual Approval helps mitigate this risk by acting as an effective deterrent and also providing an opportunity for any wrong doing to be identified early in the process."}),"\n",(0,a.jsx)(n.p,{children:(0,a.jsx)(n.a,{href:"https://en.wikipedia.org/wiki/Maker-checker",children:"https://en.wikipedia.org/wiki/Maker-checker"})}),"\n",(0,a.jsx)(n.h2,{id:"breakage",children:"Breakage"}),"\n",(0,a.jsx)(n.p,{children:"Breakage is a term used to describe revenue gained by retailers through unredeemed gift cards or other prepaid services that are never claimed. In these cases, the company pockets the money paid for these items, without actually providing the service or item for which the customer initially paid. Although nearly all of this money is considered to be a profit to the company, accounting uncertainty due to breakage has been a recurring problem throughout the years."}),"\n",(0,a.jsx)(n.p,{children:(0,a.jsx)(n.a,{href:"https://www.investopedia.com/terms/b/breakage.asp",children:"https://www.investopedia.com/terms/b/breakage.asp"})}),"\n",(0,a.jsx)(n.h2,{id:"negative-interest-rate",children:"Negative Interest Rate"}),"\n",(0,a.jsxs)(n.ul,{children:["\n",(0,a.jsx)(n.li,{children:"Negative interest rates are a form of monetary policy that sees interest rates fall below 0%."}),"\n",(0,a.jsx)(n.li,{children:"Central banks and regulators use this unusual policy tool when there are strong signs of deflation."}),"\n",(0,a.jsx)(n.li,{children:"Borrowers are credited interest instead of paying interest to lenders in a negative interest rate environment."}),"\n",(0,a.jsx)(n.li,{children:"Central banks charge commercial banks on reserves in an effort to incentivize them to spend rather than hoard cash positions."}),"\n",(0,a.jsx)(n.li,{children:"Although commercial banks are charged interest to keep cash with a nation's central bank, they are generally reluctant to pass negative rates onto their customers."}),"\n"]}),"\n",(0,a.jsx)(n.p,{children:(0,a.jsx)(n.a,{href:"https://www.investopedia.com/terms/n/negative-interest-rate.asp",children:"What Is a Negative Interest Rate, and Why Would We Have Them?"})}),"\n",(0,a.jsx)(n.h2,{id:"monthly-reducing-balance-method",children:"Monthly Reducing Balance Method?"}),"\n",(0,a.jsxs)(n.p,{children:["Most housing loans offered by banks and other financial institutions in the country are\xa0",(0,a.jsx)(n.strong,{children:"Reducing Balance Loans."}),"\xa0In this method, the interest is calculated as per the outstanding principal amount after each repayment. Every time you pay an EMI, the outstanding loan amount falls."]}),"\n",(0,a.jsx)(n.p,{children:"So, if you\u2019re paying monthly EMIs on your housing loan, the lender will calculate the interest after every payment on the reduced outstanding amount. This is why the interest component is the highest at the start of a repayment cycle. As the outstanding principal falls after every payment, so does the interest component in the EMI amount."}),"\n",(0,a.jsx)(n.h3,{id:"why-is-the-reducing-balance-method-better-than-the-fixed-rate-method",children:"Why is the Reducing Balance Method better than the Fixed-Rate Method?"}),"\n",(0,a.jsx)(n.p,{children:"In the Fixed-Rate method, the interest is calculated on the entire loan amount. Unlike the reducing balance method, the principal amount is not adjusted after repayments. 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liability on time. Well-managed assets and liabilities increase business profits. The asset/liability management process is typically applied to bank loan portfolios and ",(0,a.jsx)(n.a,{href:"https://www.investopedia.com/terms/p/pensionplan.asp",children:"pension plans"}),". It also involves the ",(0,a.jsx)(n.a,{href:"https://www.investopedia.com/terms/e/economicvalueofequity.asp",children:"economic value of equity"}),"."]}),"\n",(0,a.jsx)(n.p,{children:(0,a.jsx)(n.a,{href:"https://www.investopedia.com/terms/a/asset-liabilitymanagement.asp",children:"Asset/Liability Management: Definition, Meaning, and Strategies"})}),"\n",(0,a.jsx)(n.h2,{id:"npa-non-performing-assets",children:"NPA (Non Performing Assets)"}),"\n",(0,a.jsxs)(n.p,{children:["A Non-performing asset(NPA) is defined as a ",(0,a.jsx)(n.a,{href:"https://en.wikipedia.org/wiki/Credit_facility",children:"credit facility"})," in respect of which the ",(0,a.jsx)(n.a,{href:"https://en.wikipedia.org/wiki/Interest",children:"interest"})," and/or installment of ",(0,a.jsx)(n.a,{href:"https://en.wikipedia.org/wiki/Bond_(finance)#Principal",children:"principal"})," has remained 'past due' for a specified period of time. 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Therefore net NPA gives you the exact value of non-performing assets after the bank has made specific provisions for it."}),"\n",(0,a.jsx)(n.h2,{id:"capital-adequacy-ratio-car",children:"Capital Adequacy Ratio (CAR)"}),"\n",(0,a.jsxs)(n.ul,{children:["\n",(0,a.jsx)(n.li,{children:"CAR is critical to ensure that banks have enough cushion to absorb a reasonable amount of losses before they become insolvent."}),"\n",(0,a.jsx)(n.li,{children:"CAR is used by regulators to determine capital adequacy for banks and to run stress tests."}),"\n",(0,a.jsx)(n.li,{children:"The downside of using CAR is that it doesn't account for the risk of a potential run on the bank, or what would happen in a financial crisis."}),"\n"]}),"\n",(0,a.jsx)(n.h3,{id:"risk-weighted-assets",children:"Risk-Weighted Assets"}),"\n",(0,a.jsxs)(n.p,{children:[(0,a.jsx)(n.a,{href:"https://www.investopedia.com/terms/r/riskweightedassets.asp",children:"Risk-weighted assets"})," are used to determine the minimum amount of capital that must be held by banks and other institutions to reduce the risk of ",(0,a.jsx)(n.a,{href:"https://www.investopedia.com/terms/i/insolvency.asp",children:"insolvency"}),". The ",(0,a.jsx)(n.a,{href:"https://www.investopedia.com/terms/c/capitalrequirement.asp",children:"capital requirement"})," is based on a ",(0,a.jsx)(n.a,{href:"https://www.investopedia.com/terms/r/risk-assessment.asp",children:"risk assessment"})," for each type of bank asset. For example, a loan that is secured by a ",(0,a.jsx)(n.a,{href:"https://www.investopedia.com/terms/l/letterofcredit.asp",children:"letter of credit"})," is considered to be riskier and requires more capital than a mortgage loan that is secured with collateral."]}),"\n",(0,a.jsx)(n.p,{children:(0,a.jsx)(n.strong,{children:"CAR = (Tier 1 capital + Tier 2 capital)/risk weighted assets"})}),"\n",(0,a.jsxs)(n.p,{children:[(0,a.jsx)(n.strong,{children:"Tier 1 capital:"})," This can absorb the losses without a bank being required to stop trading. Also called core capital, this consists of ordinary share capital, equity capital, audited revenue reserves, and intangible assets. This is permanently available capital and readily available to absorb losses incurred by a bank without it having to cease operations."]}),"\n",(0,a.jsxs)(n.p,{children:[(0,a.jsx)(n.strong,{children:"Tier 2 capital:"})," This can absorb losses if the bank is winding-up and so gives depositors a lesser measure of protection. This consists of unaudited reserves, unaudited retained earnings, and general loss reserves. This capital cushions losses if the bank is winding up and is used to absorb losses after a bank loses all its tier 1 capital."]}),"\n",(0,a.jsx)(n.p,{children:(0,a.jsx)(n.a,{href:"https://www.investopedia.com/terms/c/capitaladequacyratio.asp",children:"What the Capital Adequacy Ratio (CAR) Measures With Formula"})}),"\n",(0,a.jsx)(n.h2,{id:"credit-cards",children:"Credit Cards"}),"\n",(0,a.jsx)(n.p,{children:(0,a.jsx)(n.a,{href:"https://www.youtube.com/watch?v=vR-uvPPdI_M&ab_channel=a16z",children:"A Brief History of Credit Cards (or What Happens When You Swipe)"})}),"\n",(0,a.jsx)(n.p,{children:(0,a.jsx)(n.a,{href:"https://twitter.com/arampell/status/1435692945387048964",children:"https://twitter.com/arampell/status/1435692945387048964"})}),"\n",(0,a.jsx)(n.p,{children:(0,a.jsx)(n.a,{href:"https://productcoalition.com/lets-talk-about-card-payment-processing-df25c37614bd",children:"https://productcoalition.com/lets-talk-about-card-payment-processing-df25c37614bd"})}),"\n",(0,a.jsx)(n.p,{children:"Renauld Leplanche is known as the father of the fintech industry and is an investor in Stashfin"}),"\n",(0,a.jsx)(n.h2,{id:"maker-checker--dual-approval-process--4-eyes-principle",children:"Maker Checker / Dual Approval Process / 4 Eyes Principle"}),"\n",(0,a.jsxs)(n.p,{children:["Maker-checker (or Maker and Checker, or 4-Eyes) is one of the central principles of ",(0,a.jsx)(n.a,{href:"https://en.wikipedia.org/wiki/Authorization",children:"authorization"})," in the",(0,a.jsx)(n.a,{href:"https://en.wikipedia.org/wiki/Information_system",children:"information systems"}),"of financial organizations. The principle of maker and checker means that for each",(0,a.jsx)(n.a,{href:"https://en.wikipedia.org/wiki/Transaction_processing",children:"transaction"}),", there must be at least two individuals necessary for its completion. While one individual may create a transaction, the other individual should be involved in confirmation/authorization of the same. Here the segregation of duties play an important role. In this way, strict control is kept over system software and data, keeping in mind functional division of labor between all classes of employees."]}),"\n",(0,a.jsx)(n.p,{children:"Dual Approval is a control that requires two separate people to authorize a transaction. The first person is responsible for creating the request (known as the maker), while the second person checks and approves the activity (known as the checker)."}),"\n",(0,a.jsx)(n.h3,{id:"why-is-dual-approval-important",children:"Why is Dual Approval important?"}),"\n",(0,a.jsx)(n.p,{children:"Humans are not perfect. It does not matter how clever, trusted or trained we are, sooner or later everybody will make a mistake. A maker-checker processintroduces a second pair of eyes and helps spot things that appear suspicious, strange or incorrect. Dual Approval clearly helps protect your business, but it also helps protect your employees from making unintended errors or deviating from process."}),"\n",(0,a.jsx)(n.h3,{id:"how-does-it-work",children:"How does it work?"}),"\n",(0,a.jsx)(n.p,{children:"The ability to configure the process flow, approvers and approval limits to meet the individual needs of your business. Any eligible transactions will be transferred to a pre-selected pool of checkers for authorization."}),"\n",(0,a.jsx)(n.h3,{id:"what-are-the-benefits-of-dual-approval",children:"What are the benefits of Dual Approval?"}),"\n",(0,a.jsx)(n.p,{children:"Adding Dual Approval can help strengthen your online controls and protect your business from several different types of operational risk"}),"\n",(0,a.jsx)(n.h4,{id:"payment-scams",children:"Payment Scams"}),"\n",(0,a.jsx)(n.p,{children:"Payment fraud is a growing risk, and criminals continue to deploy increasingly clever scams. While a fraudster may be able to trick an individual, a system-enforced checker ensures that a second person looks at the transaction and can help capture the attempt before any money leaves your account."}),"\n",(0,a.jsx)(n.h4,{id:"compromised-credentials",children:"Compromised Credentials"}),"\n",(0,a.jsx)(n.p,{children:"Fraudsters are using advanced techniques to steal people's usernames and passwords, before logging intotheir victims' accounts and diverting funds. Even if a criminal was able to compromise one of your online user's credentials, Dual Approval would help stop the attacker from being able to make a withdrawal."}),"\n",(0,a.jsx)(n.h4,{id:"processing-errors",children:"Processing Errors"}),"\n",(0,a.jsx)(n.p,{children:"A checker can help spot a variety of mistakes, from breaches of internal procedure to typing errors on the account number or the value of a transfer."}),"\n",(0,a.jsx)(n.h4,{id:"internal-fraud",children:"Internal Fraud"}),"\n",(0,a.jsx)(n.p,{children:"While all businesses want to be able to trust their staff, the reality is that a significant number of companies have been defrauded by an employee. External pressures and/or unexpected opportunities can lead a previously trusted staff member into making a poor ethical decision. Dual Approval helps mitigate this risk by acting as an effective deterrent and also providing an opportunity for any wrong doing to be identified early in the process."}),"\n",(0,a.jsx)(n.p,{children:(0,a.jsx)(n.a,{href:"https://en.wikipedia.org/wiki/Maker-checker",children:"https://en.wikipedia.org/wiki/Maker-checker"})}),"\n",(0,a.jsx)(n.h2,{id:"breakage",children:"Breakage"}),"\n",(0,a.jsx)(n.p,{children:"Breakage is a term used to describe revenue gained by retailers through unredeemed gift cards or other prepaid services that are never claimed. In these cases, the company pockets the money paid for these items, without actually providing the service or item for which the customer initially paid. Although nearly all of this money is considered to be a profit to the company, accounting uncertainty due to breakage has been a recurring problem throughout the years."}),"\n",(0,a.jsx)(n.p,{children:(0,a.jsx)(n.a,{href:"https://www.investopedia.com/terms/b/breakage.asp",children:"https://www.investopedia.com/terms/b/breakage.asp"})}),"\n",(0,a.jsx)(n.h2,{id:"negative-interest-rate",children:"Negative Interest Rate"}),"\n",(0,a.jsxs)(n.ul,{children:["\n",(0,a.jsx)(n.li,{children:"Negative interest rates are a form of monetary policy that sees interest rates fall below 0%."}),"\n",(0,a.jsx)(n.li,{children:"Central banks and regulators use this unusual policy tool when there are strong signs of deflation."}),"\n",(0,a.jsx)(n.li,{children:"Borrowers are credited interest instead of paying interest to lenders in a negative interest rate environment."}),"\n",(0,a.jsx)(n.li,{children:"Central banks charge commercial banks on reserves in an effort to incentivize them to spend rather than hoard cash positions."}),"\n",(0,a.jsx)(n.li,{children:"Although commercial banks are charged interest to keep cash with a nation's central bank, they are generally reluctant to pass negative rates onto their customers."}),"\n"]}),"\n",(0,a.jsx)(n.p,{children:(0,a.jsx)(n.a,{href:"https://www.investopedia.com/terms/n/negative-interest-rate.asp",children:"What Is a Negative Interest Rate, and Why Would We Have Them?"})}),"\n",(0,a.jsx)(n.h2,{id:"monthly-reducing-balance-method",children:"Monthly Reducing Balance Method?"}),"\n",(0,a.jsxs)(n.p,{children:["Most housing loans offered by banks and other financial institutions in the country are\xa0",(0,a.jsx)(n.strong,{children:"Reducing Balance Loans."}),"\xa0In this method, the interest is calculated as per the outstanding principal amount after each repayment. Every time you pay an EMI, the outstanding loan amount falls."]}),"\n",(0,a.jsx)(n.p,{children:"So, if you\u2019re paying monthly EMIs on your housing loan, the lender will calculate the interest after every payment on the reduced outstanding amount. This is why the interest component is the highest at the start of a repayment cycle. As the outstanding principal falls after every payment, so does the interest component in the EMI amount."}),"\n",(0,a.jsx)(n.h3,{id:"why-is-the-reducing-balance-method-better-than-the-fixed-rate-method",children:"Why is the Reducing Balance Method better than the Fixed-Rate Method?"}),"\n",(0,a.jsx)(n.p,{children:"In the Fixed-Rate method, the interest is calculated on the entire loan amount. Unlike the reducing balance method, the principal amount is not adjusted after repayments. So, you\u2019ll continue to pay the same interest amount every month, throughout the loan tenure."}),"\n",(0,a.jsx)(n.p,{children:(0,a.jsx)(n.a,{href:"https://www.icicibank.com/blogs/home-loan/what-is-the-monthly-reducing-balance-method-for-calculating-interest",children:"What is the monthly reducing balance method for calculating interest?"})}),"\n",(0,a.jsx)(n.p,{children:(0,a.jsx)(n.a,{href:"https://www.bankbazaar.com/finance-tools/emi-calculator/reducing-balance-loan-calculator.html",children:"Reducing Balance Loan Calculator"})}),"\n",(0,a.jsx)(n.h2,{id:"covenant",children:"Covenant"}),"\n",(0,a.jsx)(n.p,{children:"In finance, a covenant is\xa0==a promise or agreement between a borrower and lender that limits the borrower's actions, and ensures the borrower's financial ability to repay the loan==.\xa0Covenants are also known as debt covenants or banking covenants.\xa0\xa0"}),"\n",(0,a.jsx)(n.p,{children:"Covenants can be financial, information, ownership, affirmative, negative, or positive.\xa0Examples of financial covenants include:\xa0\xa0"}),"\n",(0,a.jsxs)(n.ul,{children:["\n",(0,a.jsxs)(n.li,{children:[(0,a.jsx)(n.strong,{children:"Financial ratios -"})," The borrower agrees to maintain a certain financial ratio, such as the interest coverage ratio, debt-to-equity ratio, or working capital ratio"]}),"\n",(0,a.jsxs)(n.li,{children:[(0,a.jsx)(n.strong,{children:"Restrictive covenants -"})," The borrower agrees to not take certain actions, such as issuing dividends, merging with another company, or purchasing or selling fixed assets without lender approval"]}),"\n"]}),"\n",(0,a.jsx)(n.p,{children:"If a borrower breaks a covenant, the lender may have the right to call the loan or collect interest at a higher rate."}),"\n",(0,a.jsx)(n.h2,{id:"loan-tape",children:"Loan Tape"}),"\n",(0,a.jsx)(n.p,{children:"A loan tape is a snapshot of a fintech's customer base and outstanding balances, as well as other information on customer characteristics (e.g., geography, industry, FICO scores, etc.) and risk profiles. In the context of fintech data and debt capital, you'll also hear loan tapes called servicing tapes, collateral feeds, and loan exposure tapes."}),"\n",(0,a.jsx)(n.p,{children:(0,a.jsx)(n.a,{href:"https://www.finleycms.com/blog/what-is-a-loan-tape",children:"Finley Technologies | What is a loan tape?"})}),"\n",(0,a.jsx)(n.p,{children:(0,a.jsx)(n.a,{href:"https://www.openriskmanual.org/wiki/Loan_Tape",children:"Loan Tape - Open Risk Manual"})}),"\n",(0,a.jsx)(n.h2,{id:"other-terms",children:"Other Terms"}),"\n",(0,a.jsxs)(n.ul,{children:["\n",(0,a.jsx)(n.li,{children:"AML - Anti Money Laundering"}),"\n",(0,a.jsx)(n.li,{children:"Travel Rule"}),"\n",(0,a.jsx)(n.li,{children:"MOB - Monthly Outstanding Balance"}),"\n",(0,a.jsx)(n.li,{children:"FOIR -\xa0fixed obligation to income ratio / debt-to-income\u202fratio"}),"\n"]}),"\n",(0,a.jsx)(n.h2,{id:"credit-bureaus",children:"Credit Bureaus"}),"\n",(0,a.jsxs)(n.ol,{children:["\n",(0,a.jsx)(n.li,{children:"TransUnion Cibil"}),"\n",(0,a.jsx)(n.li,{children:"Equifax"}),"\n",(0,a.jsx)(n.li,{children:"Experian"}),"\n",(0,a.jsx)(n.li,{children:"CRIF Mark"}),"\n"]}),"\n",(0,a.jsx)(n.h2,{id:"other-products",children:"Other products"}),"\n",(0,a.jsxs)(n.ul,{children:["\n",(0,a.jsx)(n.li,{children:"Home loan"}),"\n",(0,a.jsx)(n.li,{children:"Loan against property (LAP)"}),"\n",(0,a.jsx)(n.li,{children:"Auto loan"}),"\n",(0,a.jsx)(n.li,{children:"Two wheeler loan"}),"\n",(0,a.jsx)(n.li,{children:"Credit cards"}),"\n",(0,a.jsx)(n.li,{children:"Personal loans"}),"\n",(0,a.jsx)(n.li,{children:"Consumer loans"}),"\n"]}),"\n",(0,a.jsx)(n.p,{children:(0,a.jsx)(n.a,{href:"https://www.youtube.com/watch?v=3KYM6JdW9d8&ab_channel=a16z",children:"3 Ways Startups Are Coming for Established Fintech Companies -- And What To Do About It - YouTube"})}),"\n",(0,a.jsx)(n.h2,{id:"fintech-players",children:"Fintech players"}),"\n",(0,a.jsxs)(n.ol,{children:["\n",(0,a.jsx)(n.li,{children:"Stashfin"}),"\n",(0,a.jsx)(n.li,{children:(0,a.jsx)(n.a,{href:"https://www.kogta.in/",children:"Apply For MSME Loans, Loan Against Property & Vehicle Loans Online"})}),"\n",(0,a.jsx)(n.li,{children:(0,a.jsx)(n.a,{href:"https://www.sliceit.com",children:"https://www.sliceit.com"})}),"\n",(0,a.jsx)(n.li,{children:"Dhani 50m+"}),"\n",(0,a.jsx)(n.li,{children:"Red carpet (RedCarpetUp)"}),"\n",(0,a.jsxs)(n.li,{children:["dmifinance - ",(0,a.jsx)(n.a,{href:"https://www.dmifinance.in/",children:"Best Non-Banking Finance Company | Powering India's Digital Lending Ecosystem"})]}),"\n",(0,a.jsx)(n.li,{children:"Ok credit"}),"\n",(0,a.jsx)(n.li,{children:"CreditMantri"}),"\n",(0,a.jsx)(n.li,{children:"Moneytap"}),"\n",(0,a.jsx)(n.li,{children:"CashTap"}),"\n",(0,a.jsx)(n.li,{children:"Earlysalary"}),"\n",(0,a.jsx)(n.li,{children:(0,a.jsx)(n.a,{href:"https://www.truebalance.io",children:"https://www.truebalance.io"})}),"\n",(0,a.jsx)(n.li,{children:"Navi"}),"\n",(0,a.jsx)(n.li,{children:"KreditBee"}),"\n",(0,a.jsx)(n.li,{children:"Cashbean"}),"\n",(0,a.jsx)(n.li,{children:"Kissht - 10m+"}),"\n",(0,a.jsx)(n.li,{children:"Moneyview"}),"\n",(0,a.jsx)(n.li,{children:"Fairmoney"}),"\n",(0,a.jsx)(n.li,{children:"Kartbee"}),"\n",(0,a.jsx)(n.li,{children:"Indialends"}),"\n",(0,a.jsx)(n.li,{children:"Creditt"}),"\n",(0,a.jsx)(n.li,{children:"Mi credit - 5m+"}),"\n",(0,a.jsx)(n.li,{children:"Groww"}),"\n",(0,a.jsx)(n.li,{children:"InCred"}),"\n",(0,a.jsx)(n.li,{children:"Freo"}),"\n",(0,a.jsx)(n.li,{children:"HyperVerge"}),"\n",(0,a.jsx)(n.li,{children:"Finbox"}),"\n",(0,a.jsx)(n.li,{children:"Karza"}),"\n",(0,a.jsx)(n.li,{children:"Krowd"}),"\n",(0,a.jsx)(n.li,{children:"OneAssist"}),"\n",(0,a.jsx)(n.li,{children:"Slice"}),"\n",(0,a.jsx)(n.li,{children:"Niyo (goniyo)"}),"\n",(0,a.jsx)(n.li,{children:"Khatabook"}),"\n",(0,a.jsx)(n.li,{children:"Bajaj finance"}),"\n",(0,a.jsxs)(n.li,{children:["Bajaj finserv - ",(0,a.jsx)(n.a,{href:"https://www.youtube.com/watch?v=odiaekxLY0g",children:"https://www.youtube.com/watch?v=odiaekxLY0g"})]}),"\n",(0,a.jsx)(n.li,{children:"Chola"}),"\n",(0,a.jsx)(n.li,{children:"Mutooth Finance"}),"\n",(0,a.jsx)(n.li,{children:"Paisa bazaar"}),"\n",(0,a.jsx)(n.li,{children:"Bank bazaar"}),"\n",(0,a.jsx)(n.li,{children:"Home credit"}),"\n",(0,a.jsx)(n.li,{children:"Propelled (Education loan)"}),"\n",(0,a.jsx)(n.li,{children:"Jodo"}),"\n",(0,a.jsx)(n.li,{children:"Cred"}),"\n",(0,a.jsx)(n.li,{children:"Lazypay"}),"\n",(0,a.jsx)(n.li,{children:"Bharatpe"}),"\n",(0,a.jsx)(n.li,{children:"Payu"}),"\n",(0,a.jsx)(n.li,{children:"Amex"}),"\n",(0,a.jsx)(n.li,{children:"Uni pay 1/3rd card (uni app)"}),"\n",(0,a.jsx)(n.li,{children:"OfBusiness"}),"\n",(0,a.jsx)(n.li,{children:"axio, formerly Capital Float"}),"\n",(0,a.jsx)(n.li,{children:"Piramal Finance, one of India's largest non-banking lenders"}),"\n",(0,a.jsx)(n.li,{children:"Affirm (US - 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The goal of DataOps is to reduce the cost of data management, improve data quality, and deliver insights to analysts and business users faster by creating datapipelines."}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.img,{alt:"DataOps",src:s(408092).Z+"",width:"602",height:"250"})}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.a,{href:"https://blog.hubspot.com/website/dataops-vs-devops",children:"DataOps vs. DevOps: What's the Difference?"})}),"\n",(0,i.jsx)(n.h2,{id:"mlops",children:"MLOps"}),"\n",(0,i.jsx)(n.p,{children:"MLOps is an engineering discipline that aims to unify ML systems development (dev) and ML systems deployment (ops) in order to standardize and streamline the continuous delivery of high-performing models in production."}),"\n",(0,i.jsx)(n.h3,{id:"ml-lifecycle",children:"ML Lifecycle"}),"\n",(0,i.jsxs)(n.ul,{children:["\n",(0,i.jsx)(n.li,{children:"Framing ML problems from business goals"}),"\n",(0,i.jsx)(n.li,{children:"Access, prepare and process data for the model"}),"\n",(0,i.jsx)(n.li,{children:"Architect ML solution and develop ML models"}),"\n",(0,i.jsx)(n.li,{children:"Deploy ML models"}),"\n",(0,i.jsx)(n.li,{children:"Iterate - Monitor, optimize and maintain the performance of the model"}),"\n"]}),"\n",(0,i.jsx)(n.h3,{id:"deploying-models-to-the-production-system",children:"\xa0Deploying models to the production system"}),"\n",(0,i.jsx)(n.p,{children:"There are mainly two ways of deploying an ML model:"}),"\n",(0,i.jsxs)(n.ul,{children:["\n",(0,i.jsxs)(n.li,{children:[(0,i.jsx)(n.strong,{children:"Static deployment or embedded model"})," \u200a- \u200awhere the model is packaged into installable application software and is then deployed. 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Direct equity or mutual funds. Even an index fund should do."]}),"\n",(0,t.jsxs)(n.li,{children:[(0,t.jsx)(n.strong,{children:"Cash"}),"(25%) during a recession. For example a liquid fund"]}),"\n",(0,t.jsxs)(n.li,{children:[(0,t.jsx)(n.strong,{children:"Gold"}),"(25%) during inflation"]}),"\n",(0,t.jsxs)(n.li,{children:[(0,t.jsx)(n.strong,{children:"Long Term Bonds"}),"(25%) during deflation and prosperity"]}),"\n"]}),"\n",(0,t.jsx)(n.p,{children:"Invest half the Indian equity investment in index funds (Nifty50 and Nifty Next50 with 75:25 allocation) and the remaining equally in 3 to 4 multicap funds managed by fund managers with a proven track record of over ten years. Up to 20% of the equity portfolio can be kept in foreign equity index funds"}),"\n",(0,t.jsx)(n.p,{children:"Young professional investors should allocate around 70% of their investable amount in Equity, 20% in Precious metals, and the rest in Fixed income investments. 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(years)"}),(0,t.jsx)(n.td,{style:{textAlign:"center"},children:"15"})]}),(0,t.jsxs)(n.tr,{children:[(0,t.jsx)(n.td,{style:{textAlign:"center"},children:"What is the current cost if I need the money now?"}),(0,t.jsx)(n.td,{style:{textAlign:"center"},children:"5,00,000"})]}),(0,t.jsxs)(n.tr,{children:[(0,t.jsx)(n.td,{style:{textAlign:"center"},children:"By what rate will this cost increase each year?"}),(0,t.jsx)(n.td,{style:{textAlign:"center"},children:"12%"})]}),(0,t.jsxs)(n.tr,{children:[(0,t.jsx)(n.td,{style:{textAlign:"center"},children:"What would be this cost after 25 years?"}),(0,t.jsx)(n.td,{style:{textAlign:"center"},children:"27,36,783"})]}),(0,t.jsxs)(n.tr,{children:[(0,t.jsx)(n.td,{style:{textAlign:"center"},children:"What return can I expect from equity after tax?"}),(0,t.jsx)(n.td,{style:{textAlign:"center"},children:"9%"})]}),(0,t.jsxs)(n.tr,{children:[(0,t.jsx)(n.td,{style:{textAlign:"center"},children:"How much equity should I initially have in my portfolio?"}),(0,t.jsx)(n.td,{style:{textAlign:"center"},children:"50%"})]}),(0,t.jsxs)(n.tr,{children:[(0,t.jsx)(n.td,{style:{textAlign:"center"},children:"What return can I expect from fixed income (after tax)?"}),(0,t.jsx)(n.td,{style:{textAlign:"center"},children:"6% PPF / Gilt MF?"})]}),(0,t.jsxs)(n.tr,{children:[(0,t.jsx)(n.td,{style:{textAlign:"center"},children:"What return can I initially expect from the full portfolio?"}),(0,t.jsx)(n.td,{style:{textAlign:"center"},children:"7.5%"})]}),(0,t.jsxs)(n.tr,{children:[(0,t.jsx)(n.td,{style:{textAlign:"center"},children:"For the above annualised portfolio return how much should I invest each year?"}),(0,t.jsx)(n.td,{style:{textAlign:"center"},children:"1,14,862"})]}),(0,t.jsxs)(n.tr,{children:[(0,t.jsx)(n.td,{style:{textAlign:"center"},children:"Where should I invest in equity?"}),(0,t.jsx)(n.td,{style:{textAlign:"center"}})]})]})]}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.img,{alt:"image",src:i(817439).Z+"",width:"670",height:"380"})}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.img,{alt:"image",src:i(670690).Z+"",width:"636",height:"342"})}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.img,{alt:"image",src:i(902651).Z+"",width:"490",height:"304"})}),"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsx)(n.li,{children:"Freefincal Basics of Porfolio management"}),"\n"]}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.a,{href:"https://freefincal.com/can-i-use-these-two-index-funds-for-retirement-instead-of-nifty-nifty-next-50",children:"https://freefincal.com/can-i-use-these-two-index-funds-for-retirement-instead-of-nifty-nifty-next-50"})}),"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsxs)(n.li,{children:["Nifty next 50 (Nifty Blend 40:60 / 30:70) Mid cap - S&P 400 Mid Cap and maybe SENSEX also (Nifty50/NiftyNext50 - 70:30)","\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsx)(n.li,{children:"Nifty 100 equal weight (better returns, low risk)"}),"\n",(0,t.jsx)(n.li,{children:"Nifty 100 Low Vol 30"}),"\n"]}),"\n"]}),"\n"]}),"\n",(0,t.jsx)(n.h2,{id:"good-portfolios",children:"Good Portfolios"}),"\n",(0,t.jsxs)(n.ol,{children:["\n",(0,t.jsxs)(n.li,{children:["\n",(0,t.jsx)(n.p,{children:"5000 per month SIPs"}),"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsx)(n.li,{children:"ICICI Prudential Focused Bluechip Fund - Direct"}),"\n",(0,t.jsx)(n.li,{children:"Kotak Select Focus Fund - Regular"}),"\n",(0,t.jsx)(n.li,{children:"Mirae Asset Emerging Bluechip Fund - Regular"}),"\n",(0,t.jsx)(n.li,{children:"ABSL Pure Value Fund - Regular"}),"\n",(0,t.jsx)(n.li,{children:"Reliance Small Cap Fund - Direct"}),"\n"]}),"\n"]}),"\n",(0,t.jsxs)(n.li,{children:["\n",(0,t.jsx)(n.p,{children:"6 schemes with double digit annualised returns"}),"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsx)(n.li,{children:"Parag Parikh long term equity fund (12.89%)"}),"\n",(0,t.jsx)(n.li,{children:"Axis bluechip fund (10.93%)"}),"\n",(0,t.jsx)(n.li,{children:"iifl focused equity fund (10.92%)"}),"\n",(0,t.jsx)(n.li,{children:"Axis midcap fund (10.56%)"}),"\n",(0,t.jsx)(n.li,{children:"Mirae asset emerging bluechip fund (10.56%)"}),"\n",(0,t.jsx)(n.li,{children:"Canara robeco bluechip equity fund (10.42%)"}),"\n"]}),"\n"]}),"\n"]}),"\n",(0,t.jsx)(n.h2,{id:"3-bucket-portfolio",children:"3-bucket portfolio"}),"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsx)(n.li,{children:"Bucket A: 3-years expenses and emergency funds: 10% savings bank account, 90% Short Term Debt mutual fund. Bucket total = 100%."}),"\n",(0,t.jsx)(n.li,{children:"Bucket B: long term equity: 30% Nifty-50, 20% Nasdaq-100, 5% Commodities, 15% hybrid equity fund, 30% stocks. Bucket total = 100%."}),"\n",(0,t.jsx)(n.li,{children:"Bucket C: long term, Govt backed debt"}),"\n"]}),"\n",(0,t.jsx)(n.h2,{id:"4-fund-portfolio",children:"4 Fund Portfolio"}),"\n",(0,t.jsxs)(n.ol,{children:["\n",(0,t.jsx)(n.li,{children:"Index Fund - Nifty50"}),"\n",(0,t.jsx)(n.li,{children:"Index Fund - Midcap"}),"\n",(0,t.jsx)(n.li,{children:"Bond Fund - Short-term, Medium-term, Bank/PSU"}),"\n",(0,t.jsx)(n.li,{children:"Gold Fund - Gold Fund, Gold ETF"}),"\n"]}),"\n",(0,t.jsx)(n.h2,{id:"savings",children:"Savings"}),"\n",(0,t.jsxs)(n.ol,{children:["\n",(0,t.jsxs)(n.li,{children:["\n",(0,t.jsx)(n.p,{children:"Equity-oriented Mutual funds (50%)"}),"\n"]}),"\n",(0,t.jsxs)(n.li,{children:["\n",(0,t.jsx)(n.p,{children:"Fixed Income (30%) - AAA-rated corporate bonds"}),"\n"]}),"\n",(0,t.jsxs)(n.li,{children:["\n",(0,t.jsx)(n.p,{children:"Gold (10%)"}),"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsx)(n.li,{children:"Sovereign gold bond scheme"}),"\n",(0,t.jsx)(n.li,{children:'Do not buy Sovereign Gold Bond for returns! What you "get" will depend on luck!'}),"\n"]}),"\n"]}),"\n",(0,t.jsxs)(n.li,{children:["\n",(0,t.jsx)(n.p,{children:"Exchange-traded fund (Index ETF) (10%)"}),"\n"]}),"\n"]}),"\n",(0,t.jsx)(n.p,{children:"Always have 60-70% large cap regardless of age"}),"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsxs)(n.li,{children:["\n",(0,t.jsx)(n.p,{children:"If you are going to invest less than Rs. 10,000 a month in equity funds, just one fund will do"}),"\n"]}),"\n",(0,t.jsxs)(n.li,{children:["\n",(0,t.jsx)(n.p,{children:"For people less than 25 lakh in equity mutual funds, I would recommend two mutual funds only"}),"\n"]}),"\n",(0,t.jsxs)(n.li,{children:["\n",(0,t.jsx)(n.p,{children:"Above that and only above that, a third fund can be added to reduce concentration and performance risk"}),"\n"]}),"\n",(0,t.jsxs)(n.li,{children:["\n",(0,t.jsx)(n.p,{children:"For a one-fund equity portfolio"}),"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsx)(n.li,{children:"Single aggressive hybrid fund or single large and midcap or single multi-cap fund with do"}),"\n"]}),"\n"]}),"\n",(0,t.jsxs)(n.li,{children:["\n",(0,t.jsx)(n.p,{children:"For a three-fund portfolio:"}),"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsx)(n.li,{children:"Combo 1 - Large-cap, Aggressive hybrid, mid-cap"}),"\n",(0,t.jsx)(n.li,{children:"Combo 2 - Large-cap, Mid-cap, Small-cap"}),"\n",(0,t.jsx)(n.li,{children:"Combo 3 - Aggressive hybrid, balanced advantage, mid-cap"}),"\n"]}),"\n"]}),"\n"]}),"\n",(0,t.jsx)(n.h2,{id:"the-core-satellite-strategy",children:"The Core Satellite Strategy"}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.img,{alt:"image",src:i(438118).Z+"",width:"400",height:"270"})}),"\n",(0,t.jsx)(n.p,{children:"Let us say, a market participant has a corpus of Rs.500,000/-. This corpus can be split into two unequal portions, for example the split can be 60 -- 40. The 60% of capital which is Rs.300,000/- can be invested for a long term period in fundamentally strong companies. This 60% of the investment makes up the core of the portfolio. One can expect the core portfolio to grow at a rate of at least 12% to 15% CAGR year on year basis."}),"\n",(0,t.jsx)(n.p,{children:"The balance 40% of the amount, which is Rs.200,000/- can be utilized for active short term trading using Technical Analysis technique on equity, futures, and options. The Satellite portfolio can be expected to yield at least 10% to 12% absolute return on a yearly basis."}),"\n",(0,t.jsx)(n.h2,{id:"term-life-insurance",children:"Term life insurance"}),"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsx)(n.li,{children:"Annual Salary * 10"}),"\n",(0,t.jsxs)(n.li,{children:["Only one exclusion","\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsx)(n.li,{children:"Suicide in 1 year or 2 years"}),"\n",(0,t.jsx)(n.li,{children:"honour death by accident"}),"\n",(0,t.jsx)(n.li,{children:"exclude death due to natural calamity or death due to war"}),"\n"]}),"\n"]}),"\n",(0,t.jsx)(n.li,{children:"Simple term insurance which will give 100% money to nominee"}),"\n",(0,t.jsx)(n.li,{children:"No other features/riders"}),"\n",(0,t.jsx)(n.li,{children:"Till age 50/60"}),"\n",(0,t.jsx)(n.li,{children:"Build wealth more than the insurance"}),"\n",(0,t.jsx)(n.li,{children:"Don't buy single pay policy"}),"\n"]}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.a,{href:"https://freefincal.com/re-assemble-step-3-buy-term-life-insurance",children:"https://freefincal.com/re-assemble-step-3-buy-term-life-insurance"})}),"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsx)(n.li,{children:(0,t.jsx)(n.a,{href:"https://freefincal.com/what-you-need-to-know-before-buying-term-insurance",children:"https://freefincal.com/what-you-need-to-know-before-buying-term-insurance"})}),"\n",(0,t.jsxs)(n.li,{children:["PNB met Life","\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsx)(n.li,{children:"Sum insured without tax detection"}),"\n",(0,t.jsx)(n.li,{children:"HLV (Human Life Value) - 9 crore"}),"\n",(0,t.jsxs)(n.li,{children:["35 years (till 60 years)","\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsxs)(n.li,{children:["5 crore - 46020","\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsx)(n.li,{children:"39000"}),"\n"]}),"\n"]}),"\n",(0,t.jsxs)(n.li,{children:["3 crore - 27612 (incl tax)","\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsx)(n.li,{children:"23400"}),"\n"]}),"\n"]}),"\n",(0,t.jsxs)(n.li,{children:["1 crore - 10974","\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsx)(n.li,{children:"9300"}),"\n"]}),"\n"]}),"\n"]}),"\n"]}),"\n",(0,t.jsxs)(n.li,{children:["10 years","\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsx)(n.li,{children:"1 cr - 7906"}),"\n",(0,t.jsx)(n.li,{children:"3 cr - 19470"}),"\n"]}),"\n"]}),"\n",(0,t.jsx)(n.li,{children:"One time pay option"}),"\n"]}),"\n"]}),"\n",(0,t.jsx)(n.li,{children:"What will happen if I don't pay premium after certain age"}),"\n"]}),"\n",(0,t.jsxs)(n.ol,{children:["\n",(0,t.jsxs)(n.li,{children:["\n",(0,t.jsx)(n.p,{children:"Term plan - ICICI Prudential iProtect Smart: Rs 50 lakh"}),"\n"]}),"\n",(0,t.jsxs)(n.li,{children:["\n",(0,t.jsx)(n.p,{children:"Health Insurance - ICICI Lombard Family Floater: Rs 3 lakh"}),"\n"]}),"\n"]}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.a,{href:"https://joinditto.in",children:"https://joinditto.in"})}),"\n",(0,t.jsx)(n.h2,{id:"tools",children:"Tools"}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.a,{href:"https://investcalc.github.io/",children:"Investment Frequency Calculator"})}),"\n",(0,t.jsx)(n.h2,{id:"portfolios-1",children:"Portfolios"}),"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsx)(n.li,{children:(0,t.jsx)(n.a,{href:"https://www.youtube.com/watch?v=rOmibLlyH8Y",children:"An insight on Motilal Oswal Hedged Equity Multi-factor Strategy - AIF - YouTube"})}),"\n",(0,t.jsx)(n.li,{children:(0,t.jsx)(n.a,{href:"https://www.youtube.com/watch?v=eMuGV8t3ejo",children:"6 Steps to build momentum portfolio | What is a momentum portfolio? | How to measure momentum? - YouTube"})}),"\n",(0,t.jsx)(n.li,{children:(0,t.jsx)(n.a,{href:"https://www.youtube.com/watch?v=qqw9lM1E3Fc",children:"Saurabh Mukherjea & the Power of Consistent Compounders | Marcellus Investment Managers - YouTube"})}),"\n",(0,t.jsx)(n.li,{children:(0,t.jsx)(n.a,{href:"https://www.youtube.com/watch?v=eAFurcWZM-k",children:"How to Find Multibagger Stocks? 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Direct equity or mutual funds. Even an index fund should do."]}),"\n",(0,t.jsxs)(n.li,{children:[(0,t.jsx)(n.strong,{children:"Cash"}),"(25%) during a recession. For example a liquid fund"]}),"\n",(0,t.jsxs)(n.li,{children:[(0,t.jsx)(n.strong,{children:"Gold"}),"(25%) during inflation"]}),"\n",(0,t.jsxs)(n.li,{children:[(0,t.jsx)(n.strong,{children:"Long Term Bonds"}),"(25%) during deflation and prosperity"]}),"\n"]}),"\n",(0,t.jsx)(n.p,{children:"Invest half the Indian equity investment in index funds (Nifty50 and Nifty Next50 with 75:25 allocation) and the remaining equally in 3 to 4 multicap funds managed by fund managers with a proven track record of over ten years. Up to 20% of the equity portfolio can be kept in foreign equity index funds"}),"\n",(0,t.jsx)(n.p,{children:"Young professional investors should allocate around 70% of their investable amount in Equity, 20% in Precious metals, and the rest in Fixed income investments. 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(years)"}),(0,t.jsx)(n.td,{style:{textAlign:"center"},children:"15"})]}),(0,t.jsxs)(n.tr,{children:[(0,t.jsx)(n.td,{style:{textAlign:"center"},children:"What is the current cost if I need the money now?"}),(0,t.jsx)(n.td,{style:{textAlign:"center"},children:"5,00,000"})]}),(0,t.jsxs)(n.tr,{children:[(0,t.jsx)(n.td,{style:{textAlign:"center"},children:"By what rate will this cost increase each year?"}),(0,t.jsx)(n.td,{style:{textAlign:"center"},children:"12%"})]}),(0,t.jsxs)(n.tr,{children:[(0,t.jsx)(n.td,{style:{textAlign:"center"},children:"What would be this cost after 25 years?"}),(0,t.jsx)(n.td,{style:{textAlign:"center"},children:"27,36,783"})]}),(0,t.jsxs)(n.tr,{children:[(0,t.jsx)(n.td,{style:{textAlign:"center"},children:"What return can I expect from equity after tax?"}),(0,t.jsx)(n.td,{style:{textAlign:"center"},children:"9%"})]}),(0,t.jsxs)(n.tr,{children:[(0,t.jsx)(n.td,{style:{textAlign:"center"},children:"How much equity should I initially have in my portfolio?"}),(0,t.jsx)(n.td,{style:{textAlign:"center"},children:"50%"})]}),(0,t.jsxs)(n.tr,{children:[(0,t.jsx)(n.td,{style:{textAlign:"center"},children:"What return can I expect from fixed income (after tax)?"}),(0,t.jsx)(n.td,{style:{textAlign:"center"},children:"6% PPF / Gilt MF?"})]}),(0,t.jsxs)(n.tr,{children:[(0,t.jsx)(n.td,{style:{textAlign:"center"},children:"What return can I initially expect from the full portfolio?"}),(0,t.jsx)(n.td,{style:{textAlign:"center"},children:"7.5%"})]}),(0,t.jsxs)(n.tr,{children:[(0,t.jsx)(n.td,{style:{textAlign:"center"},children:"For the above annualised portfolio return how much should I invest each year?"}),(0,t.jsx)(n.td,{style:{textAlign:"center"},children:"1,14,862"})]}),(0,t.jsxs)(n.tr,{children:[(0,t.jsx)(n.td,{style:{textAlign:"center"},children:"Where should I invest in equity?"}),(0,t.jsx)(n.td,{style:{textAlign:"center"}})]})]})]}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.img,{alt:"image",src:i(817439).Z+"",width:"670",height:"380"})}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.img,{alt:"image",src:i(670690).Z+"",width:"636",height:"342"})}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.img,{alt:"image",src:i(902651).Z+"",width:"490",height:"304"})}),"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsx)(n.li,{children:"Freefincal Basics of Porfolio management"}),"\n"]}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.a,{href:"https://freefincal.com/can-i-use-these-two-index-funds-for-retirement-instead-of-nifty-nifty-next-50",children:"https://freefincal.com/can-i-use-these-two-index-funds-for-retirement-instead-of-nifty-nifty-next-50"})}),"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsxs)(n.li,{children:["Nifty next 50 (Nifty Blend 40:60 / 30:70) Mid cap - S&P 400 Mid Cap and maybe SENSEX also (Nifty50/NiftyNext50 - 70:30)","\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsx)(n.li,{children:"Nifty 100 equal weight (better returns, low risk)"}),"\n",(0,t.jsx)(n.li,{children:"Nifty 100 Low Vol 30"}),"\n"]}),"\n"]}),"\n"]}),"\n",(0,t.jsx)(n.h2,{id:"good-portfolios",children:"Good Portfolios"}),"\n",(0,t.jsxs)(n.ol,{children:["\n",(0,t.jsxs)(n.li,{children:["\n",(0,t.jsx)(n.p,{children:"5000 per month SIPs"}),"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsx)(n.li,{children:"ICICI Prudential Focused Bluechip Fund - Direct"}),"\n",(0,t.jsx)(n.li,{children:"Kotak Select Focus Fund - Regular"}),"\n",(0,t.jsx)(n.li,{children:"Mirae Asset Emerging Bluechip Fund - Regular"}),"\n",(0,t.jsx)(n.li,{children:"ABSL Pure Value Fund - Regular"}),"\n",(0,t.jsx)(n.li,{children:"Reliance Small Cap Fund - Direct"}),"\n"]}),"\n"]}),"\n",(0,t.jsxs)(n.li,{children:["\n",(0,t.jsx)(n.p,{children:"6 schemes with double digit annualised returns"}),"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsx)(n.li,{children:"Parag Parikh long term equity fund (12.89%)"}),"\n",(0,t.jsx)(n.li,{children:"Axis bluechip fund (10.93%)"}),"\n",(0,t.jsx)(n.li,{children:"iifl focused equity fund (10.92%)"}),"\n",(0,t.jsx)(n.li,{children:"Axis midcap fund (10.56%)"}),"\n",(0,t.jsx)(n.li,{children:"Mirae asset emerging bluechip fund (10.56%)"}),"\n",(0,t.jsx)(n.li,{children:"Canara robeco bluechip equity fund (10.42%)"}),"\n"]}),"\n"]}),"\n"]}),"\n",(0,t.jsx)(n.h2,{id:"3-bucket-portfolio",children:"3-bucket portfolio"}),"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsx)(n.li,{children:"Bucket A: 3-years expenses and emergency funds: 10% savings bank account, 90% Short Term Debt mutual fund. Bucket total = 100%."}),"\n",(0,t.jsx)(n.li,{children:"Bucket B: long term equity: 30% Nifty-50, 20% Nasdaq-100, 5% Commodities, 15% hybrid equity fund, 30% stocks. Bucket total = 100%."}),"\n",(0,t.jsx)(n.li,{children:"Bucket C: long term, Govt backed debt"}),"\n"]}),"\n",(0,t.jsx)(n.h2,{id:"savings",children:"Savings"}),"\n",(0,t.jsxs)(n.ol,{children:["\n",(0,t.jsxs)(n.li,{children:["\n",(0,t.jsx)(n.p,{children:"Equity-oriented Mutual funds (50%)"}),"\n"]}),"\n",(0,t.jsxs)(n.li,{children:["\n",(0,t.jsx)(n.p,{children:"Fixed Income (30%) - AAA-rated corporate bonds"}),"\n"]}),"\n",(0,t.jsxs)(n.li,{children:["\n",(0,t.jsx)(n.p,{children:"Gold (10%)"}),"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsx)(n.li,{children:"Sovereign gold bond scheme"}),"\n",(0,t.jsx)(n.li,{children:'Do not buy Sovereign Gold Bond for returns! What you "get" will depend on luck!'}),"\n"]}),"\n"]}),"\n",(0,t.jsxs)(n.li,{children:["\n",(0,t.jsx)(n.p,{children:"Exchange-traded fund (Index ETF) (10%)"}),"\n"]}),"\n"]}),"\n",(0,t.jsx)(n.p,{children:"Always have 60-70% large cap regardless of age"}),"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsxs)(n.li,{children:["\n",(0,t.jsx)(n.p,{children:"If you are going to invest less than Rs. 10,000 a month in equity funds, just one fund will do"}),"\n"]}),"\n",(0,t.jsxs)(n.li,{children:["\n",(0,t.jsx)(n.p,{children:"For people less than 25 lakh in equity mutual funds, I would recommend two mutual funds only"}),"\n"]}),"\n",(0,t.jsxs)(n.li,{children:["\n",(0,t.jsx)(n.p,{children:"Above that and only above that, a third fund can be added to reduce concentration and performance risk"}),"\n"]}),"\n",(0,t.jsxs)(n.li,{children:["\n",(0,t.jsx)(n.p,{children:"For a one-fund equity portfolio"}),"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsx)(n.li,{children:"Single aggressive hybrid fund or single large and midcap or single multi-cap fund with do"}),"\n"]}),"\n"]}),"\n",(0,t.jsxs)(n.li,{children:["\n",(0,t.jsx)(n.p,{children:"For a three-fund portfolio:"}),"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsx)(n.li,{children:"Combo 1 - Large-cap, Aggressive hybrid, mid-cap"}),"\n",(0,t.jsx)(n.li,{children:"Combo 2 - Large-cap, Mid-cap, Small-cap"}),"\n",(0,t.jsx)(n.li,{children:"Combo 3 - Aggressive hybrid, balanced advantage, mid-cap"}),"\n"]}),"\n"]}),"\n"]}),"\n",(0,t.jsx)(n.h2,{id:"the-core-satellite-strategy",children:"The Core Satellite Strategy"}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.img,{alt:"image",src:i(438118).Z+"",width:"400",height:"270"})}),"\n",(0,t.jsx)(n.p,{children:"Let us say, a market participant has a corpus of Rs.500,000/-. This corpus can be split into two unequal portions, for example the split can be 60 -- 40. The 60% of capital which is Rs.300,000/- can be invested for a long term period in fundamentally strong companies. This 60% of the investment makes up the core of the portfolio. One can expect the core portfolio to grow at a rate of at least 12% to 15% CAGR year on year basis."}),"\n",(0,t.jsx)(n.p,{children:"The balance 40% of the amount, which is Rs.200,000/- can be utilized for active short term trading using Technical Analysis technique on equity, futures, and options. The Satellite portfolio can be expected to yield at least 10% to 12% absolute return on a yearly basis."}),"\n",(0,t.jsx)(n.h2,{id:"term-life-insurance",children:"Term life insurance"}),"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsx)(n.li,{children:"Annual Salary * 10"}),"\n",(0,t.jsxs)(n.li,{children:["Only one exclusion","\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsx)(n.li,{children:"Suicide in 1 year or 2 years"}),"\n",(0,t.jsx)(n.li,{children:"honour death by accident"}),"\n",(0,t.jsx)(n.li,{children:"exclude death due to natural calamity or death due to war"}),"\n"]}),"\n"]}),"\n",(0,t.jsx)(n.li,{children:"Simple term insurance which will give 100% money to nominee"}),"\n",(0,t.jsx)(n.li,{children:"No other features/riders"}),"\n",(0,t.jsx)(n.li,{children:"Till age 50/60"}),"\n",(0,t.jsx)(n.li,{children:"Build wealth more than the insurance"}),"\n",(0,t.jsx)(n.li,{children:"Don't buy single pay policy"}),"\n"]}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.a,{href:"https://freefincal.com/re-assemble-step-3-buy-term-life-insurance",children:"https://freefincal.com/re-assemble-step-3-buy-term-life-insurance"})}),"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsx)(n.li,{children:(0,t.jsx)(n.a,{href:"https://freefincal.com/what-you-need-to-know-before-buying-term-insurance",children:"https://freefincal.com/what-you-need-to-know-before-buying-term-insurance"})}),"\n",(0,t.jsxs)(n.li,{children:["PNB met Life","\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsx)(n.li,{children:"Sum insured without tax detection"}),"\n",(0,t.jsx)(n.li,{children:"HLV (Human Life Value) - 9 crore"}),"\n",(0,t.jsxs)(n.li,{children:["35 years (till 60 years)","\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsxs)(n.li,{children:["5 crore - 46020","\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsx)(n.li,{children:"39000"}),"\n"]}),"\n"]}),"\n",(0,t.jsxs)(n.li,{children:["3 crore - 27612 (incl tax)","\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsx)(n.li,{children:"23400"}),"\n"]}),"\n"]}),"\n",(0,t.jsxs)(n.li,{children:["1 crore - 10974","\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsx)(n.li,{children:"9300"}),"\n"]}),"\n"]}),"\n"]}),"\n"]}),"\n",(0,t.jsxs)(n.li,{children:["10 years","\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsx)(n.li,{children:"1 cr - 7906"}),"\n",(0,t.jsx)(n.li,{children:"3 cr - 19470"}),"\n"]}),"\n"]}),"\n",(0,t.jsx)(n.li,{children:"One time pay option"}),"\n"]}),"\n"]}),"\n",(0,t.jsx)(n.li,{children:"What will happen if I don't pay premium after certain age"}),"\n"]}),"\n",(0,t.jsxs)(n.ol,{children:["\n",(0,t.jsxs)(n.li,{children:["\n",(0,t.jsx)(n.p,{children:"Term plan - ICICI Prudential iProtect Smart: Rs 50 lakh"}),"\n"]}),"\n",(0,t.jsxs)(n.li,{children:["\n",(0,t.jsx)(n.p,{children:"Health Insurance - ICICI Lombard Family Floater: Rs 3 lakh"}),"\n"]}),"\n"]}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.a,{href:"https://joinditto.in",children:"https://joinditto.in"})}),"\n",(0,t.jsx)(n.h2,{id:"tools",children:"Tools"}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.a,{href:"https://investcalc.github.io/",children:"Investment Frequency Calculator"})}),"\n",(0,t.jsx)(n.h2,{id:"portfolios-1",children:"Portfolios"}),"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsx)(n.li,{children:(0,t.jsx)(n.a,{href:"https://www.youtube.com/watch?v=rOmibLlyH8Y",children:"An insight on Motilal Oswal Hedged Equity Multi-factor Strategy - AIF - YouTube"})}),"\n",(0,t.jsx)(n.li,{children:(0,t.jsx)(n.a,{href:"https://www.youtube.com/watch?v=eMuGV8t3ejo",children:"6 Steps to build momentum portfolio | What is a momentum portfolio? | How to measure momentum? - YouTube"})}),"\n",(0,t.jsx)(n.li,{children:(0,t.jsx)(n.a,{href:"https://www.youtube.com/watch?v=qqw9lM1E3Fc",children:"Saurabh Mukherjea & the Power of Consistent Compounders | Marcellus Investment Managers - YouTube"})}),"\n",(0,t.jsx)(n.li,{children:(0,t.jsx)(n.a,{href:"https://www.youtube.com/watch?v=eAFurcWZM-k",children:"How to Find Multibagger Stocks? 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Monetary policy is done by the central bank through interest rates."}),"\n",(0,t.jsx)(i.h2,{id:"dpg---digital-public-goods",children:"DPG - Digital Public Goods"}),"\n",(0,t.jsxs)(i.ul,{children:["\n",(0,t.jsx)(i.li,{children:"UPI (Unified Payments Interface)"}),"\n",(0,t.jsx)(i.li,{children:"Aadhaar, DBT (Direct Benefit Transfer)"}),"\n",(0,t.jsx)(i.li,{children:"ONDC (Open Network for Digital Commerce)"}),"\n"]}),"\n",(0,t.jsxs)(i.table,{children:[(0,t.jsx)(i.thead,{children:(0,t.jsxs)(i.tr,{children:[(0,t.jsx)(i.th,{}),(0,t.jsx)(i.th,{children:(0,t.jsx)(i.strong,{children:"Excludable"})}),(0,t.jsx)(i.th,{children:(0,t.jsx)(i.strong,{children:"Non-Excludable"})})]})}),(0,t.jsxs)(i.tbody,{children:[(0,t.jsxs)(i.tr,{children:[(0,t.jsx)(i.td,{children:(0,t.jsx)(i.strong,{children:"Rivalrous"})}),(0,t.jsxs)(i.td,{children:[(0,t.jsx)(i.strong,{children:"Private Goods"})," - food, clothing, cards, personal electronics - Not available to everyone and also competitive"]}),(0,t.jsxs)(i.td,{children:[(0,t.jsx)(i.strong,{children:"Common Goods"})," - fish, stocks, timber, coal - Available to everyone but competitive"]})]}),(0,t.jsxs)(i.tr,{children:[(0,t.jsx)(i.td,{children:(0,t.jsx)(i.strong,{children:"Non-Rivalrous"})}),(0,t.jsxs)(i.td,{children:[(0,t.jsx)(i.strong,{children:"Club Goods"})," - cinemas, private parks, satellite tv - Aren't available to all, but aren't competitive"]}),(0,t.jsxs)(i.td,{children:[(0,t.jsx)(i.strong,{children:"Public Goods"})," - air, national defense - Available to everyone and not competitive"]})]})]})]}),"\n",(0,t.jsx)(i.h2,{id:"bureaucracy",children:"Bureaucracy"}),"\n",(0,t.jsxs)(i.ul,{children:["\n",(0,t.jsx)(i.li,{children:"A system of government in which most of the important decisions are taken by state officials rather than by elected representatives."}),"\n",(0,t.jsx)(i.li,{children:"Excessively complicated administrative procedure."}),"\n"]}),"\n",(0,t.jsx)(i.h2,{id:"redtape",children:"RedTape"}),"\n",(0,t.jsx)(i.p,{children:"Excessive bureaucracy or adherence to official rules and formalities."}),"\n",(0,t.jsx)(i.p,{children:"early 18th century: so named because of the red or pink tape used to bind official documents."}),"\n",(0,t.jsx)(i.h2,{id:"budgeted-estimates-be",children:"Budgeted estimates (BE)"}),"\n",(0,t.jsx)(i.p,{children:"These are the budget allocations announced at the beginning of each financial year. They comprise of the estimated receipts and expenditure of the Government that the Finance Minister (FM) brings out in the Annual Budget every year in the Parliament."}),"\n",(0,t.jsx)(i.h2,{id:"revised-estimates-re",children:"Revised Estimates (RE)"}),"\n",(0,t.jsx)(i.p,{children:"These are the mid-year estimates of projected amounts of receipts and expenditure until the end of the financial year taking into account the trends of the Government's income & expenses for the year."}),"\n",(0,t.jsx)(i.h2,{id:"revenue-receipts",children:"Revenue Receipts"}),"\n",(0,t.jsx)(i.p,{children:"All receipts of the Government that are routine & recurring in nature and that do not involve the sale of any asset are called revenue receipts. They include the following:"}),"\n",(0,t.jsx)(i.h2,{id:"tax-revenue",children:"Tax Revenue"}),"\n",(0,t.jsx)(i.p,{children:"As the name suggests, these are the net tax receipts of the Government. This head includes the proceeds of both direct taxes (Income Tax, Corporate Tax etc.) and indirect taxes (GST, customs duty etc.) after deducting the refunds paid."}),"\n",(0,t.jsx)(i.h2,{id:"non-tax-revenue",children:"Non-Tax Revenue"}),"\n",(0,t.jsx)(i.p,{children:"This head includes interest payments (received on loans given by the Centre to states, railways and others) and dividends and profits received from Public Sector Enterprises. Some services provided by the Government like railways, police, medical services etc. also earn revenue for the Government."}),"\n",(0,t.jsx)(i.h2,{id:"capital-receipts",children:"Capital Receipts"}),"\n",(0,t.jsx)(i.p,{children:"Capital receipts are generated when the Government liquidates an asset (disinvestment) or recovers loans given to states and the like. Also called non-debt capital receipts, they are non-recurring and non-routine in nature. For example, the Government announces a disinvestment target every year during the Budget in which it outlines the Public Sector Enterprises in which it intends to sell a stake and the estimated proceeds it hopes to generate from the exercise."}),"\n",(0,t.jsx)(i.h2,{id:"devolution-to-states",children:"Devolution to states"}),"\n",(0,t.jsx)(i.p,{children:"Based on a formula prescribed the Finance Commission (a constitutional body formed every five years), the Centre devolves a fixed percentage of its tax revenue to the states. The 14thFinance Commission recommended increasing the tax devolution of the divisible pool to states to 42% (from 32% earlier) for the years 2015 to 2020, the single largest increase ever recommended."}),"\n",(0,t.jsx)(i.h2,{id:"revenue-expenditure",children:"Revenue Expenditure"}),"\n",(0,t.jsx)(i.p,{children:"Expenses like salaries, subsidies and interest payments on loans which are regular and recurring in nature form the revenue expenditure of the Government. A major contributor to this head is subsidies that Government provides in various sectors & products like fertilizers, LPG, food etc."}),"\n",(0,t.jsx)(i.h2,{id:"capital-expenditure",children:"Capital Expenditure"}),"\n",(0,t.jsx)(i.p,{children:"Expenditure made for acquiring and creating assets like land, buildings, equipment (including defence) etc. forms part of capital expenditure. It also includes the Government's investments and loans given that are expected to yield future income. If you observe closely, Government's capital expenditure as a percentage of total expenditure has been showing a downward trend which reflects the fact that the less productive revenue expenditure has been eating into the potential asset creation funds of the Government."}),"\n",(0,t.jsx)(i.h2,{id:"revenue-deficit",children:"Revenue Deficit"}),"\n",(0,t.jsx)(i.p,{children:"The excess of expenditure over receipts under the revenue head is called the revenue deficit. That this deficit exists reflects that the Government does not generate enough revenue receipts to pay for its revenue expenditure. In an ideal world, this should be a surplus or at least be zero."}),"\n",(0,t.jsx)(i.h2,{id:"fiscal-deficit",children:"Fiscal Deficit"}),"\n",(0,t.jsx)(i.p,{children:"This is the term we most often hear in the media. It is simply the shortfall of the Government's total income against its total expenditure. It is usually financed through borrowing, either from the RBI or from the capital market by issuing instruments like treasury bills and bonds. Since the capital markets have limited funding available, excessive Government borrowing from the market not only weakens the financial health of the country but also crowds out the market for private-sector borrowing. In Budget 2019, the FM had proposed issuing overseas bonds to finance its fiscal deficit by tapping the global markets. That plan, however, had to be put on the backburner mostly because of the domestic slowdown and perceived forex risks with a weakening rupee."}),"\n",(0,t.jsx)(i.h2,{id:"primary-deficit",children:"Primary Deficit"}),"\n",(0,t.jsx)(i.p,{children:"It is simply the Fiscal Deficit minus interest payments."}),"\n",(0,t.jsx)(i.p,{children:"AE= advanced economy;EMDE= emerging market and developing economy, low income (LIC) and lower middle-income (LMIC), EMEA - Europe, Middle East and Africa"}),"\n",(0,t.jsx)(i.h2,{id:"subvention---subvention-refers-to-a-grant-of-money-in-aid-or-support-mostly-by-the-government",children:"Subvention - Subvention refers to a grant of money in aid or support, mostly by the government"}),"\n",(0,t.jsx)(i.p,{children:"Government asks financial institutions to provide loans to farmers at below market rates."}),"\n",(0,t.jsx)(i.p,{children:(0,t.jsx)(i.a,{href:"https://freefincal.com/government-spending-2019-20",children:"https://freefincal.com/government-spending-2019-20"})}),"\n",(0,t.jsx)(i.h2,{id:"drt-and-nclt",children:"DRT and NCLT"}),"\n",(0,t.jsx)(i.p,{children:"The Debt Recovery Tribunal (DRT) and the National Company Law Tribunal are the two adjudicating bodies which are looking into the matters of debt recovery and govern the Bankruptcy Code. The powers of the two Tribunal have been separated so that they do not overlap. The DRT will look into the cases of individual bankruptcy while the NCLT will look into matters of the insolvency of limited liability partnerships, companies, and corporates."}),"\n",(0,t.jsx)(i.h2,{id:"frdma-fiscal-responsibility-and-budget-management-act-2003",children:"FRDMA (Fiscal Responsibility and Budget Management Act, 2003)"}),"\n",(0,t.jsxs)(i.p,{children:["TheFiscal Responsibility and Budget Management Act, 2003(FRBMA) is an ",(0,t.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Act_of_Parliament",children:"Act"})," of the ",(0,t.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Parliament_of_India",children:"Parliament of India"})," to institutionalize financial discipline, reduce India's fiscal deficit, improve macroeconomic management and the overall management of the public funds by moving towards a ",(0,t.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Balanced_budget",children:"balanced budget"})," and strengthen fiscal ",(0,t.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Prudence",children:"prudence"}),". The main purpose was to eliminate revenue deficit of the country (building revenue surplus thereafter) and bring down the ",(0,t.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Fiscal_deficit",children:"fiscal deficit"})," to a manageable 3% of the GDP by March 2008. However, due to the ",(0,t.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Financial_crisis_of_2007%E2%80%932008",children:"2007 international financial crisis"}),", the deadlines for the implementation of the targets in the act was initially postponed and subsequently suspended in 2009. In 2011, given the process of ongoing recovery, ",(0,t.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Economic_Advisory_Council",children:"Economic Advisory Council"})," publicly advised the ",(0,t.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Government_of_India",children:"Government of India"})," to reconsider reinstating the provisions of the FRBMA.",(0,t.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/N._K._Singh",children:"N. K. Singh"})," is currently the Chairman of the review committee for Fiscal Responsibility and Budget Management Act, 2003, under the ",(0,t.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Ministry_of_Finance_(India)",children:"Ministry of Finance (India)"}),", ",(0,t.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Government_of_India",children:"Government of India"}),"."]}),"\n",(0,t.jsx)(i.p,{children:"The main objectives of the act were:"}),"\n",(0,t.jsxs)(i.ol,{children:["\n",(0,t.jsx)(i.li,{children:"to introduce transparent fiscal management systems in the country"}),"\n",(0,t.jsx)(i.li,{children:"to introduce a more equitable and manageable distribution of the country's debts over the years"}),"\n",(0,t.jsx)(i.li,{children:"to aim for fiscal stability for India in the long run"}),"\n"]}),"\n",(0,t.jsxs)(i.p,{children:["Additionally, the act was expected to give necessary flexibility to ",(0,t.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Reserve_Bank_of_India",children:"Reserve Bank of India"}),"(RBI) for managing inflation in India."]}),"\n",(0,t.jsx)(i.h3,{id:"content",children:"Content"}),"\n",(0,t.jsxs)(i.p,{children:["Since the act was primarily for the management of the governments' behaviour, it provided for certain documents to be tabled in the ",(0,t.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Parliament_of_India",children:"parliament"})," annually with regards to the country's fiscal policy. This included the following along with the ",(0,t.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Union_budget_of_India",children:"Annual Financial Statement anddemands for grants"}),":"]}),"\n",(0,t.jsxs)(i.ol,{children:["\n",(0,t.jsxs)(i.li,{children:["\n",(0,t.jsx)(i.p,{children:"a document titledMedium-term Fiscal Policy Statement-- This report was to present a three-year rolling target for thefiscal indicators with any assumptions, if applicable. This statement was to further include an assessment of sustainability with regards torevenue deficitand the use of capital receipts of the Government (including market borrowings) for generating productive assets."}),"\n"]}),"\n",(0,t.jsxs)(i.li,{children:["\n",(0,t.jsxs)(i.p,{children:["a document titledFiscal Policy Strategy Statement-- This was a tactical report enumerating strategies and policies for the upcoming ",(0,t.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Financial_Year",children:"Financial Year"})," including strategic fiscal priorities, taxation policies, key fiscal measures and an evaluation of how the proposed policies of the Central Government conform to the 'Fiscal Management Principles' of this act."]}),"\n"]}),"\n",(0,t.jsxs)(i.li,{children:["\n",(0,t.jsx)(i.p,{children:"a document titledMacro-economic Framework Statement-- This report was to contain forecasts enumerating the growth prospects of the country. GDP growth, revenue balance, gross fiscal balance and external account balance of the balance of payments were some of the key indicators to be included in this report."}),"\n"]}),"\n"]}),"\n",(0,t.jsx)(i.p,{children:"The Act further required the government to develop measures to promotefiscal transparency and reduce secrecyin the preparation of the Government financial documents including the Union Budget."}),"\n",(0,t.jsx)(i.p,{children:(0,t.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Fiscal_Responsibility_and_Budget_Management_Act,_2003",children:"https://en.wikipedia.org/wiki/Fiscal_Responsibility_and_Budget_Management_Act,_2003"})}),"\n",(0,t.jsx)(i.h2,{id:"economic-advisory-council",children:"Economic Advisory Council"}),"\n",(0,t.jsxs)(i.p,{children:["Economic Advisory Councilto the ",(0,t.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Prime_Minister_of_India",children:"Prime Minister"}),"(PMEAC) is a non-constitutional, non-permanent and independent body constituted to give economic advice to the ",(0,t.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Government_of_India",children:"Government of India"}),", specifically the Prime Minister.The council serves to highlight key economic issues facing the country to the government of India from a neutral viewpoint.It advises the Prime Minister on economic issues like ",(0,t.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Inflation",children:"inflation"}),", ",(0,t.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Microfinance",children:"microfinance"}),", and industrial output."]}),"\n",(0,t.jsx)(i.h2,{id:"functions",children:"Functions"}),"\n",(0,t.jsx)(i.p,{children:"Terms of reference as defined by the PMEAC are as follows:"}),"\n",(0,t.jsxs)(i.ol,{children:["\n",(0,t.jsx)(i.li,{children:"Analyzing any issue, economic or otherwise, referred to it by the Prime Minister and advising him thereon;"}),"\n",(0,t.jsx)(i.li,{children:"Addressing issues of macroeconomic importance and presenting views thereon to the Prime Minister. This could be either suo-moto or on a reference from the Prime Minister or anyone else:"}),"\n",(0,t.jsx)(i.li,{children:"Submitting periodic reports to the Prime Minister on macroeconomic developments and issues with implications for economic policy;"}),"\n",(0,t.jsx)(i.li,{children:"Attending to any other task as may be desired by the Prime Minister from time to time."}),"\n"]}),"\n",(0,t.jsx)(i.p,{children:"The primary role of the PMEAC is to give a neutral viewpoint on economic policy matters that are referred to it by the Prime Minister.Additionally it prepares a monthly report of economic developments that need to be highlighted to the PM. For this purpose it closely monitors national and international economic developments and trends and develops appropriate policy responses for the PM. It publishes reports on the annualEconomic OutlookandReview of the Economyof India."}),"\n",(0,t.jsx)(i.p,{children:(0,t.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Economic_Advisory_Council",children:"https://en.wikipedia.org/wiki/Economic_Advisory_Council"})}),"\n",(0,t.jsx)(i.h2,{id:"oecd",children:"OECD"}),"\n",(0,t.jsxs)(i.p,{children:["The Organisation for Economic Co-operation and Development (OECD) is an ",(0,t.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Intergovernmental_organization",children:"intergovernmental economic organisation"})," with 36 member countries, founded in 1961 to stimulate economic progress and world trade. It is a forum of countries describing themselves as committed to ",(0,t.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Democracy",children:"democracy"})," and the ",(0,t.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Market_economy",children:"market economy"}),", providing a platform to compare policy experiences, seek answers to common problems, identify good practices and coordinate domestic and international policies of its members. Most OECD members are ",(0,t.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/High_income_economy",children:"high-income economies"})," with a very high ",(0,t.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Human_Development_Index",children:"Human Development Index"}),"(HDI) and are regarded as ",(0,t.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Developed_country",children:"developed countries"}),". As of 2017, the OECD member states collectively comprised 62.2% of ",(0,t.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/List_of_countries_by_GDP_(nominal)",children:"global nominal GDP"}),"(",(0,t.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/United_States_dollar",children:"US$"})," 49.6 trillion) and 42.8% of global GDP (",(0,t.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Geary%E2%80%93Khamis_dollar",children:"Int$"})," 54.2 trillion) at ",(0,t.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/List_of_countries_by_GDP_(PPP)",children:"purchasing power parity"}),".OECD is an official ",(0,t.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/United_Nations_General_Assembly_observers",children:"United Nations observer"}),"."]}),"\n",(0,t.jsx)(i.p,{children:(0,t.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/OECD",children:"https://en.wikipedia.org/wiki/OECD"})}),"\n",(0,t.jsx)(i.h2,{id:"fiscal",children:"Fiscal"}),"\n",(0,t.jsx)(i.p,{children:"relating to government revenue, especially taxes."}),"\n",(0,t.jsx)(i.h2,{id:"fiscal-policy",children:"Fiscal Policy"}),"\n",(0,t.jsxs)(i.p,{children:["In ",(0,t.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Economics",children:"economics"})," and ",(0,t.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Political_science",children:"political science"}),", fiscal policy is the use of government ",(0,t.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Government_revenue",children:"revenue"})," collection (mainly ",(0,t.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Tax",children:"taxes"}),") and ",(0,t.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Government_spending",children:"expenditure"}),"(spending) to influence the economy. Fiscal policy is often used to stabilize the economy over the course of the ",(0,t.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Business_cycle",children:"business cycle"}),"."]}),"\n",(0,t.jsxs)(i.p,{children:["Changes in the level and composition of taxation and government spending can affect the following ",(0,t.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Macroeconomic",children:"macroeconomic"})," variables, amongst others:"]}),"\n",(0,t.jsxs)(i.ul,{children:["\n",(0,t.jsxs)(i.li,{children:[(0,t.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Aggregate_demand",children:"Aggregate demand"})," and the level of economic activity;"]}),"\n",(0,t.jsxs)(i.li,{children:[(0,t.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Saving",children:"Saving"})," and ",(0,t.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Investment_(macroeconomics)",children:"investment"}),";"]}),"\n",(0,t.jsxs)(i.li,{children:[(0,t.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Income_distribution",children:"Income distribution"}),"."]}),"\n"]}),"\n",(0,t.jsxs)(i.p,{children:["Fiscal policy can be distinguished from ",(0,t.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Monetary_policy",children:"monetary policy"}),", in that fiscal policy deals with taxation and government spending and is often administered by an executive under laws of a legislature, whereas monetary policy deals with the money supply and interest rates and is often administered by a ",(0,t.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Central_bank",children:"central bank"}),"."]}),"\n",(0,t.jsx)(i.p,{children:(0,t.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Fiscal_policy",children:"https://en.wikipedia.org/wiki/Fiscal_policy"})}),"\n",(0,t.jsx)(i.h2,{id:"fiscal-deficit-1",children:"Fiscal Deficit"}),"\n",(0,t.jsxs)(i.p,{children:["A fiscal deficit occurs when a government's total expenditures exceed the revenue that it generates, excluding money from borrowings. ",(0,t.jsx)(i.a,{href:"https://www.investopedia.com/terms/d/deficit.asp",children:"Deficit"})," differs from debt, which is an accumulation of yearly deficits."]}),"\n",(0,t.jsx)(i.p,{children:(0,t.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Government_budget_balance",children:"https://en.wikipedia.org/wiki/Government_budget_balance"})}),"\n",(0,t.jsx)(i.h2,{id:"nbfc-non-banking-financial-company--mfi-micro-finance-institutions",children:"NBFC (Non-Banking Financial Company) & MFI (Micro Finance Institutions)"}),"\n",(0,t.jsxs)(i.p,{children:["A Non Banking Financial Company (NBFC) isa company registered under the Companies Act, 2013 of ",(0,t.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/India",children:"India"}),", engaged in the business of loans and advances, acquisition of shares, stock, bonds, hire-purchase insurance business or chit-fund business, but does not include any institution whose principal business is that of agriculture, industrial activity, purchase or sale of any goods (other than securities) or providing any services and sale/purchase/construction of immovable property."]}),"\n",(0,t.jsx)(i.p,{children:(0,t.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/NBFC_%26_MFI_in_India",children:"https://en.wikipedia.org/wiki/NBFC_%26_MFI_in_India"})}),"\n",(0,t.jsx)(i.h2,{id:"indias-socio-economic-classification",children:"India's Socio-Economic Classification"}),"\n",(0,t.jsx)(i.p,{children:(0,t.jsx)(i.a,{href:"https://trak.in/tags/business/2011/05/30/new-sec-socio-economic-classification",children:"https://trak.in/tags/business/2011/05/30/new-sec-socio-economic-classification"})}),"\n",(0,t.jsx)(i.h2,{id:"budget",children:"Budget"}),"\n",(0,t.jsx)(i.p,{children:(0,t.jsx)(i.a,{href:"https://www.youtube.com/watch?v=-ANjtUiYbZ8",children:"INDIAN BUDGET EXPLAINED IN 10 MINUTES | Budget 2023 explained | Abhi and Niyu"})}),"\n",(0,t.jsx)(i.h2,{id:"yield-curve-control-ycc",children:"Yield Curve Control (YCC)"}),"\n",(0,t.jsxs)(i.p,{children:[(0,t.jsx)(i.a,{href:"https://www.investopedia.com/terms/y/yieldcurve.asp",children:"Yield curve"}),"\xa0control is a monetary policy tool used by central banks to manage interest rates across different maturities of government bonds. It involves targeting specific yields or interest rates on government bonds with different maturities, typically aiming to keep long-term interest rates at a desired level."]}),"\n",(0,t.jsx)(i.p,{children:(0,t.jsx)(i.a,{href:"https://www.investopedia.com/what-is-yield-curve-control-4797189",children:"Yield Curve Control (YCC): Definition, Purpose, and Examples"})}),"\n",(0,t.jsx)(i.h2,{id:"external-commercial-borrowing-ecb",children:"External commercial borrowing (ECB)"}),"\n",(0,t.jsxs)(i.p,{children:[(0,t.jsx)(i.strong,{children:"External commercial borrowing"}),"\xa0(ECBs) are\xa0",(0,t.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Loan",title:"Loan",children:"loans"}),"\xa0in India made by non-resident lenders in foreign currency to Indian borrowers. They are used widely in India to facilitate access to foreign money by Indian corporations and PSUs (",(0,t.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Public_sector",title:"Public sector",children:"public sector"}),"\xa0undertakings). ECBs include\xa0",(0,t.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Commercial_bank",title:"Commercial bank",children:"commercial bank"}),"\xa0loans, buyers' credit, suppliers' credit, securitised instruments such as\xa0",(0,t.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Floating_exchange_rate",title:"Floating exchange rate",children:"floating rate"}),"\xa0notes and fixed rate bonds etc., credit from official\xa0",(0,t.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Export_Credit_Agencies",title:"Export Credit Agencies",children:"export credit agencies"}),"\xa0and commercial borrowings from the private sector window of multilateral\xa0",(0,t.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Financial_institution",title:"Financial institution",children:"financial Institutions"}),"\xa0such as\xa0",(0,t.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/International_Finance_Corporation",title:"International Finance Corporation",children:"International Finance Corporation"}),"\xa0(Washington), ADB, AFIC, CDC, etc. ECBs cannot be used for investment in\xa0",(0,t.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Stock_market",title:"Stock market",children:"stock market"}),"\xa0or speculation in\xa0",(0,t.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Real_estate",title:"Real estate",children:"real estate"}),". The DEA (Department of Economic Affairs), Ministry of Finance,\xa0",(0,t.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Government_of_India",title:"Government of India",children:"Government of India"}),"\xa0along with\xa0",(0,t.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Reserve_Bank_of_India",title:"Reserve Bank of India",children:"Reserve Bank of India"}),", monitors and regulates ECB guidelines and policies."]}),"\n",(0,t.jsx)(i.p,{children:(0,t.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/External_commercial_borrowing",children:"External commercial borrowing - Wikipedia"})})]})}function h(e={}){const{wrapper:i}={...(0,r.a)(),...e.components};return i?(0,t.jsx)(i,{...e,children:(0,t.jsx)(l,{...e})}):l(e)}},511151:(e,i,n)=>{n.d(i,{Z:()=>s,a:()=>o});var t=n(667294);const r={},a=t.createContext(r);function o(e){const i=t.useContext(a);return t.useMemo((function(){return"function"==typeof e?e(i):{...i,...e}}),[i,e])}function s(e){let i;return i=e.disableParentContext?"function"==typeof e.components?e.components(r):e.components||r:o(e.components),t.createElement(a.Provider,{value:i},e.children)}}}]); \ No newline at end of file diff --git a/assets/js/3225ee50.f9fe53ab.js b/assets/js/3225ee50.f9fe53ab.js new file mode 100644 index 00000000000..b8854d91363 --- /dev/null +++ b/assets/js/3225ee50.f9fe53ab.js @@ -0,0 +1 @@ +"use strict";(self.webpackChunkdeep_notes=self.webpackChunkdeep_notes||[]).push([[11543],{244004:(e,i,n)=>{n.r(i),n.d(i,{assets:()=>c,contentTitle:()=>o,default:()=>h,frontMatter:()=>a,metadata:()=>s,toc:()=>d});var t=n(785893),r=n(511151);const a={},o="Government Terms",s={id:"economics/government-terms",title:"Government Terms",description:"Equitable Distribution",source:"@site/docs/economics/government-terms.md",sourceDirName:"economics",slug:"/economics/government-terms",permalink:"/economics/government-terms",draft:!1,unlisted:!1,editUrl:"https://github.com/deepaksood619/deepaksood619.github.io/tree/master/docs/economics/government-terms.md",tags:[],version:"current",lastUpdatedAt:1729278358,formattedLastUpdatedAt:"Oct 18, 2024",frontMatter:{},sidebar:"tutorialSidebar",previous:{title:"Fintech / NBFC / Banking Terms",permalink:"/economics/fintech-nbfc-banking-terms"},next:{title:"Gross Domestic Product (GDP)",permalink:"/economics/gross-domestic-product-gdp"}},c={},d=[{value:"Equitable Distribution",id:"equitable-distribution",level:2},{value:"DPG - Digital Public Goods",id:"dpg---digital-public-goods",level:2},{value:"Bureaucracy",id:"bureaucracy",level:2},{value:"RedTape",id:"redtape",level:2},{value:"Budgeted estimates (BE)",id:"budgeted-estimates-be",level:2},{value:"Revised Estimates (RE)",id:"revised-estimates-re",level:2},{value:"Revenue Receipts",id:"revenue-receipts",level:2},{value:"Tax Revenue",id:"tax-revenue",level:2},{value:"Non-Tax Revenue",id:"non-tax-revenue",level:2},{value:"Capital Receipts",id:"capital-receipts",level:2},{value:"Devolution to states",id:"devolution-to-states",level:2},{value:"Revenue Expenditure",id:"revenue-expenditure",level:2},{value:"Capital Expenditure",id:"capital-expenditure",level:2},{value:"Revenue Deficit",id:"revenue-deficit",level:2},{value:"Fiscal Deficit",id:"fiscal-deficit",level:2},{value:"Primary Deficit",id:"primary-deficit",level:2},{value:"Subvention - Subvention refers to a grant of money in aid or support, mostly by the government",id:"subvention---subvention-refers-to-a-grant-of-money-in-aid-or-support-mostly-by-the-government",level:2},{value:"DRT and NCLT",id:"drt-and-nclt",level:2},{value:"FRDMA (Fiscal Responsibility and Budget Management Act, 2003)",id:"frdma-fiscal-responsibility-and-budget-management-act-2003",level:2},{value:"Content",id:"content",level:3},{value:"Economic Advisory Council",id:"economic-advisory-council",level:2},{value:"Functions",id:"functions",level:2},{value:"OECD",id:"oecd",level:2},{value:"Fiscal",id:"fiscal",level:2},{value:"Fiscal Policy",id:"fiscal-policy",level:2},{value:"Fiscal Deficit",id:"fiscal-deficit-1",level:2},{value:"NBFC (Non-Banking Financial Company) & MFI (Micro Finance Institutions)",id:"nbfc-non-banking-financial-company--mfi-micro-finance-institutions",level:2},{value:"India's Socio-Economic Classification",id:"indias-socio-economic-classification",level:2},{value:"Budget",id:"budget",level:2},{value:"Yield Curve Control (YCC)",id:"yield-curve-control-ycc",level:2},{value:"External commercial borrowing (ECB)",id:"external-commercial-borrowing-ecb",level:2}];function l(e){const i={a:"a",h1:"h1",h2:"h2",h3:"h3",li:"li",ol:"ol",p:"p",strong:"strong",table:"table",tbody:"tbody",td:"td",th:"th",thead:"thead",tr:"tr",ul:"ul",...(0,r.a)(),...e.components};return(0,t.jsxs)(t.Fragment,{children:[(0,t.jsx)(i.h1,{id:"government-terms",children:"Government Terms"}),"\n",(0,t.jsx)(i.h2,{id:"equitable-distribution",children:"Equitable Distribution"}),"\n",(0,t.jsx)(i.p,{children:"Fiscal policy is done by the government through spending. Monetary policy is done by the central bank through interest rates."}),"\n",(0,t.jsx)(i.h2,{id:"dpg---digital-public-goods",children:"DPG - Digital Public Goods"}),"\n",(0,t.jsxs)(i.ul,{children:["\n",(0,t.jsx)(i.li,{children:"UPI (Unified Payments Interface)"}),"\n",(0,t.jsx)(i.li,{children:"Aadhaar, DBT (Direct Benefit Transfer)"}),"\n",(0,t.jsx)(i.li,{children:"ONDC (Open Network for Digital Commerce)"}),"\n",(0,t.jsx)(i.li,{children:"Government e Marketplace (GeM)"}),"\n"]}),"\n",(0,t.jsxs)(i.table,{children:[(0,t.jsx)(i.thead,{children:(0,t.jsxs)(i.tr,{children:[(0,t.jsx)(i.th,{}),(0,t.jsx)(i.th,{children:(0,t.jsx)(i.strong,{children:"Excludable"})}),(0,t.jsx)(i.th,{children:(0,t.jsx)(i.strong,{children:"Non-Excludable"})})]})}),(0,t.jsxs)(i.tbody,{children:[(0,t.jsxs)(i.tr,{children:[(0,t.jsx)(i.td,{children:(0,t.jsx)(i.strong,{children:"Rivalrous"})}),(0,t.jsxs)(i.td,{children:[(0,t.jsx)(i.strong,{children:"Private Goods"})," - food, clothing, cards, personal electronics - Not available to everyone and also competitive"]}),(0,t.jsxs)(i.td,{children:[(0,t.jsx)(i.strong,{children:"Common Goods"})," - fish, stocks, timber, coal - Available to everyone but competitive"]})]}),(0,t.jsxs)(i.tr,{children:[(0,t.jsx)(i.td,{children:(0,t.jsx)(i.strong,{children:"Non-Rivalrous"})}),(0,t.jsxs)(i.td,{children:[(0,t.jsx)(i.strong,{children:"Club Goods"})," - cinemas, private parks, satellite tv - Aren't available to all, but aren't competitive"]}),(0,t.jsxs)(i.td,{children:[(0,t.jsx)(i.strong,{children:"Public Goods"})," - air, national defense - Available to everyone and not competitive"]})]})]})]}),"\n",(0,t.jsx)(i.h2,{id:"bureaucracy",children:"Bureaucracy"}),"\n",(0,t.jsxs)(i.ul,{children:["\n",(0,t.jsx)(i.li,{children:"A system of government in which most of the important decisions are taken by state officials rather than by elected representatives."}),"\n",(0,t.jsx)(i.li,{children:"Excessively complicated administrative procedure."}),"\n"]}),"\n",(0,t.jsx)(i.h2,{id:"redtape",children:"RedTape"}),"\n",(0,t.jsx)(i.p,{children:"Excessive bureaucracy or adherence to official rules and formalities."}),"\n",(0,t.jsx)(i.p,{children:"early 18th century: so named because of the red or pink tape used to bind official documents."}),"\n",(0,t.jsx)(i.h2,{id:"budgeted-estimates-be",children:"Budgeted estimates (BE)"}),"\n",(0,t.jsx)(i.p,{children:"These are the budget allocations announced at the beginning of each financial year. They comprise of the estimated receipts and expenditure of the Government that the Finance Minister (FM) brings out in the Annual Budget every year in the Parliament."}),"\n",(0,t.jsx)(i.h2,{id:"revised-estimates-re",children:"Revised Estimates (RE)"}),"\n",(0,t.jsx)(i.p,{children:"These are the mid-year estimates of projected amounts of receipts and expenditure until the end of the financial year taking into account the trends of the Government's income & expenses for the year."}),"\n",(0,t.jsx)(i.h2,{id:"revenue-receipts",children:"Revenue Receipts"}),"\n",(0,t.jsx)(i.p,{children:"All receipts of the Government that are routine & recurring in nature and that do not involve the sale of any asset are called revenue receipts. They include the following:"}),"\n",(0,t.jsx)(i.h2,{id:"tax-revenue",children:"Tax Revenue"}),"\n",(0,t.jsx)(i.p,{children:"As the name suggests, these are the net tax receipts of the Government. This head includes the proceeds of both direct taxes (Income Tax, Corporate Tax etc.) and indirect taxes (GST, customs duty etc.) after deducting the refunds paid."}),"\n",(0,t.jsx)(i.h2,{id:"non-tax-revenue",children:"Non-Tax Revenue"}),"\n",(0,t.jsx)(i.p,{children:"This head includes interest payments (received on loans given by the Centre to states, railways and others) and dividends and profits received from Public Sector Enterprises. Some services provided by the Government like railways, police, medical services etc. also earn revenue for the Government."}),"\n",(0,t.jsx)(i.h2,{id:"capital-receipts",children:"Capital Receipts"}),"\n",(0,t.jsx)(i.p,{children:"Capital receipts are generated when the Government liquidates an asset (disinvestment) or recovers loans given to states and the like. Also called non-debt capital receipts, they are non-recurring and non-routine in nature. For example, the Government announces a disinvestment target every year during the Budget in which it outlines the Public Sector Enterprises in which it intends to sell a stake and the estimated proceeds it hopes to generate from the exercise."}),"\n",(0,t.jsx)(i.h2,{id:"devolution-to-states",children:"Devolution to states"}),"\n",(0,t.jsx)(i.p,{children:"Based on a formula prescribed the Finance Commission (a constitutional body formed every five years), the Centre devolves a fixed percentage of its tax revenue to the states. The 14thFinance Commission recommended increasing the tax devolution of the divisible pool to states to 42% (from 32% earlier) for the years 2015 to 2020, the single largest increase ever recommended."}),"\n",(0,t.jsx)(i.h2,{id:"revenue-expenditure",children:"Revenue Expenditure"}),"\n",(0,t.jsx)(i.p,{children:"Expenses like salaries, subsidies and interest payments on loans which are regular and recurring in nature form the revenue expenditure of the Government. A major contributor to this head is subsidies that Government provides in various sectors & products like fertilizers, LPG, food etc."}),"\n",(0,t.jsx)(i.h2,{id:"capital-expenditure",children:"Capital Expenditure"}),"\n",(0,t.jsx)(i.p,{children:"Expenditure made for acquiring and creating assets like land, buildings, equipment (including defence) etc. forms part of capital expenditure. It also includes the Government's investments and loans given that are expected to yield future income. If you observe closely, Government's capital expenditure as a percentage of total expenditure has been showing a downward trend which reflects the fact that the less productive revenue expenditure has been eating into the potential asset creation funds of the Government."}),"\n",(0,t.jsx)(i.h2,{id:"revenue-deficit",children:"Revenue Deficit"}),"\n",(0,t.jsx)(i.p,{children:"The excess of expenditure over receipts under the revenue head is called the revenue deficit. That this deficit exists reflects that the Government does not generate enough revenue receipts to pay for its revenue expenditure. In an ideal world, this should be a surplus or at least be zero."}),"\n",(0,t.jsx)(i.h2,{id:"fiscal-deficit",children:"Fiscal Deficit"}),"\n",(0,t.jsx)(i.p,{children:"This is the term we most often hear in the media. It is simply the shortfall of the Government's total income against its total expenditure. It is usually financed through borrowing, either from the RBI or from the capital market by issuing instruments like treasury bills and bonds. Since the capital markets have limited funding available, excessive Government borrowing from the market not only weakens the financial health of the country but also crowds out the market for private-sector borrowing. In Budget 2019, the FM had proposed issuing overseas bonds to finance its fiscal deficit by tapping the global markets. That plan, however, had to be put on the backburner mostly because of the domestic slowdown and perceived forex risks with a weakening rupee."}),"\n",(0,t.jsx)(i.h2,{id:"primary-deficit",children:"Primary Deficit"}),"\n",(0,t.jsx)(i.p,{children:"It is simply the Fiscal Deficit minus interest payments."}),"\n",(0,t.jsx)(i.p,{children:"AE= advanced economy;EMDE= emerging market and developing economy, low income (LIC) and lower middle-income (LMIC), EMEA - Europe, Middle East and Africa"}),"\n",(0,t.jsx)(i.h2,{id:"subvention---subvention-refers-to-a-grant-of-money-in-aid-or-support-mostly-by-the-government",children:"Subvention - Subvention refers to a grant of money in aid or support, mostly by the government"}),"\n",(0,t.jsx)(i.p,{children:"Government asks financial institutions to provide loans to farmers at below market rates."}),"\n",(0,t.jsx)(i.p,{children:(0,t.jsx)(i.a,{href:"https://freefincal.com/government-spending-2019-20",children:"https://freefincal.com/government-spending-2019-20"})}),"\n",(0,t.jsx)(i.h2,{id:"drt-and-nclt",children:"DRT and NCLT"}),"\n",(0,t.jsx)(i.p,{children:"The Debt Recovery Tribunal (DRT) and the National Company Law Tribunal are the two adjudicating bodies which are looking into the matters of debt recovery and govern the Bankruptcy Code. The powers of the two Tribunal have been separated so that they do not overlap. The DRT will look into the cases of individual bankruptcy while the NCLT will look into matters of the insolvency of limited liability partnerships, companies, and corporates."}),"\n",(0,t.jsx)(i.h2,{id:"frdma-fiscal-responsibility-and-budget-management-act-2003",children:"FRDMA (Fiscal Responsibility and Budget Management Act, 2003)"}),"\n",(0,t.jsxs)(i.p,{children:["TheFiscal Responsibility and Budget Management Act, 2003(FRBMA) is an ",(0,t.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Act_of_Parliament",children:"Act"})," of the ",(0,t.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Parliament_of_India",children:"Parliament of India"})," to institutionalize financial discipline, reduce India's fiscal deficit, improve macroeconomic management and the overall management of the public funds by moving towards a ",(0,t.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Balanced_budget",children:"balanced budget"})," and strengthen fiscal ",(0,t.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Prudence",children:"prudence"}),". The main purpose was to eliminate revenue deficit of the country (building revenue surplus thereafter) and bring down the ",(0,t.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Fiscal_deficit",children:"fiscal deficit"})," to a manageable 3% of the GDP by March 2008. However, due to the ",(0,t.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Financial_crisis_of_2007%E2%80%932008",children:"2007 international financial crisis"}),", the deadlines for the implementation of the targets in the act was initially postponed and subsequently suspended in 2009. In 2011, given the process of ongoing recovery, ",(0,t.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Economic_Advisory_Council",children:"Economic Advisory Council"})," publicly advised the ",(0,t.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Government_of_India",children:"Government of India"})," to reconsider reinstating the provisions of the FRBMA.",(0,t.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/N._K._Singh",children:"N. K. Singh"})," is currently the Chairman of the review committee for Fiscal Responsibility and Budget Management Act, 2003, under the ",(0,t.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Ministry_of_Finance_(India)",children:"Ministry of Finance (India)"}),", ",(0,t.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Government_of_India",children:"Government of India"}),"."]}),"\n",(0,t.jsx)(i.p,{children:"The main objectives of the act were:"}),"\n",(0,t.jsxs)(i.ol,{children:["\n",(0,t.jsx)(i.li,{children:"to introduce transparent fiscal management systems in the country"}),"\n",(0,t.jsx)(i.li,{children:"to introduce a more equitable and manageable distribution of the country's debts over the years"}),"\n",(0,t.jsx)(i.li,{children:"to aim for fiscal stability for India in the long run"}),"\n"]}),"\n",(0,t.jsxs)(i.p,{children:["Additionally, the act was expected to give necessary flexibility to ",(0,t.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Reserve_Bank_of_India",children:"Reserve Bank of India"}),"(RBI) for managing inflation in India."]}),"\n",(0,t.jsx)(i.h3,{id:"content",children:"Content"}),"\n",(0,t.jsxs)(i.p,{children:["Since the act was primarily for the management of the governments' behaviour, it provided for certain documents to be tabled in the ",(0,t.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Parliament_of_India",children:"parliament"})," annually with regards to the country's fiscal policy. This included the following along with the ",(0,t.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Union_budget_of_India",children:"Annual Financial Statement anddemands for grants"}),":"]}),"\n",(0,t.jsxs)(i.ol,{children:["\n",(0,t.jsxs)(i.li,{children:["\n",(0,t.jsx)(i.p,{children:"a document titledMedium-term Fiscal Policy Statement-- This report was to present a three-year rolling target for thefiscal indicators with any assumptions, if applicable. This statement was to further include an assessment of sustainability with regards torevenue deficitand the use of capital receipts of the Government (including market borrowings) for generating productive assets."}),"\n"]}),"\n",(0,t.jsxs)(i.li,{children:["\n",(0,t.jsxs)(i.p,{children:["a document titledFiscal Policy Strategy Statement-- This was a tactical report enumerating strategies and policies for the upcoming ",(0,t.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Financial_Year",children:"Financial Year"})," including strategic fiscal priorities, taxation policies, key fiscal measures and an evaluation of how the proposed policies of the Central Government conform to the 'Fiscal Management Principles' of this act."]}),"\n"]}),"\n",(0,t.jsxs)(i.li,{children:["\n",(0,t.jsx)(i.p,{children:"a document titledMacro-economic Framework Statement-- This report was to contain forecasts enumerating the growth prospects of the country. GDP growth, revenue balance, gross fiscal balance and external account balance of the balance of payments were some of the key indicators to be included in this report."}),"\n"]}),"\n"]}),"\n",(0,t.jsx)(i.p,{children:"The Act further required the government to develop measures to promotefiscal transparency and reduce secrecyin the preparation of the Government financial documents including the Union Budget."}),"\n",(0,t.jsx)(i.p,{children:(0,t.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Fiscal_Responsibility_and_Budget_Management_Act,_2003",children:"https://en.wikipedia.org/wiki/Fiscal_Responsibility_and_Budget_Management_Act,_2003"})}),"\n",(0,t.jsx)(i.h2,{id:"economic-advisory-council",children:"Economic Advisory Council"}),"\n",(0,t.jsxs)(i.p,{children:["Economic Advisory Councilto the ",(0,t.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Prime_Minister_of_India",children:"Prime Minister"}),"(PMEAC) is a non-constitutional, non-permanent and independent body constituted to give economic advice to the ",(0,t.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Government_of_India",children:"Government of India"}),", specifically the Prime Minister.The council serves to highlight key economic issues facing the country to the government of India from a neutral viewpoint.It advises the Prime Minister on economic issues like ",(0,t.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Inflation",children:"inflation"}),", ",(0,t.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Microfinance",children:"microfinance"}),", and industrial output."]}),"\n",(0,t.jsx)(i.h2,{id:"functions",children:"Functions"}),"\n",(0,t.jsx)(i.p,{children:"Terms of reference as defined by the PMEAC are as follows:"}),"\n",(0,t.jsxs)(i.ol,{children:["\n",(0,t.jsx)(i.li,{children:"Analyzing any issue, economic or otherwise, referred to it by the Prime Minister and advising him thereon;"}),"\n",(0,t.jsx)(i.li,{children:"Addressing issues of macroeconomic importance and presenting views thereon to the Prime Minister. This could be either suo-moto or on a reference from the Prime Minister or anyone else:"}),"\n",(0,t.jsx)(i.li,{children:"Submitting periodic reports to the Prime Minister on macroeconomic developments and issues with implications for economic policy;"}),"\n",(0,t.jsx)(i.li,{children:"Attending to any other task as may be desired by the Prime Minister from time to time."}),"\n"]}),"\n",(0,t.jsx)(i.p,{children:"The primary role of the PMEAC is to give a neutral viewpoint on economic policy matters that are referred to it by the Prime Minister.Additionally it prepares a monthly report of economic developments that need to be highlighted to the PM. For this purpose it closely monitors national and international economic developments and trends and develops appropriate policy responses for the PM. It publishes reports on the annualEconomic OutlookandReview of the Economyof India."}),"\n",(0,t.jsx)(i.p,{children:(0,t.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Economic_Advisory_Council",children:"https://en.wikipedia.org/wiki/Economic_Advisory_Council"})}),"\n",(0,t.jsx)(i.h2,{id:"oecd",children:"OECD"}),"\n",(0,t.jsxs)(i.p,{children:["The Organisation for Economic Co-operation and Development (OECD) is an ",(0,t.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Intergovernmental_organization",children:"intergovernmental economic organisation"})," with 36 member countries, founded in 1961 to stimulate economic progress and world trade. It is a forum of countries describing themselves as committed to ",(0,t.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Democracy",children:"democracy"})," and the ",(0,t.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Market_economy",children:"market economy"}),", providing a platform to compare policy experiences, seek answers to common problems, identify good practices and coordinate domestic and international policies of its members. Most OECD members are ",(0,t.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/High_income_economy",children:"high-income economies"})," with a very high ",(0,t.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Human_Development_Index",children:"Human Development Index"}),"(HDI) and are regarded as ",(0,t.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Developed_country",children:"developed countries"}),". As of 2017, the OECD member states collectively comprised 62.2% of ",(0,t.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/List_of_countries_by_GDP_(nominal)",children:"global nominal GDP"}),"(",(0,t.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/United_States_dollar",children:"US$"})," 49.6 trillion) and 42.8% of global GDP (",(0,t.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Geary%E2%80%93Khamis_dollar",children:"Int$"})," 54.2 trillion) at ",(0,t.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/List_of_countries_by_GDP_(PPP)",children:"purchasing power parity"}),".OECD is an official ",(0,t.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/United_Nations_General_Assembly_observers",children:"United Nations observer"}),"."]}),"\n",(0,t.jsx)(i.p,{children:(0,t.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/OECD",children:"https://en.wikipedia.org/wiki/OECD"})}),"\n",(0,t.jsx)(i.h2,{id:"fiscal",children:"Fiscal"}),"\n",(0,t.jsx)(i.p,{children:"relating to government revenue, especially taxes."}),"\n",(0,t.jsx)(i.h2,{id:"fiscal-policy",children:"Fiscal Policy"}),"\n",(0,t.jsxs)(i.p,{children:["In ",(0,t.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Economics",children:"economics"})," and ",(0,t.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Political_science",children:"political science"}),", fiscal policy is the use of government ",(0,t.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Government_revenue",children:"revenue"})," collection (mainly ",(0,t.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Tax",children:"taxes"}),") and ",(0,t.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Government_spending",children:"expenditure"}),"(spending) to influence the economy. Fiscal policy is often used to stabilize the economy over the course of the ",(0,t.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Business_cycle",children:"business cycle"}),"."]}),"\n",(0,t.jsxs)(i.p,{children:["Changes in the level and composition of taxation and government spending can affect the following ",(0,t.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Macroeconomic",children:"macroeconomic"})," variables, amongst others:"]}),"\n",(0,t.jsxs)(i.ul,{children:["\n",(0,t.jsxs)(i.li,{children:[(0,t.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Aggregate_demand",children:"Aggregate demand"})," and the level of economic activity;"]}),"\n",(0,t.jsxs)(i.li,{children:[(0,t.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Saving",children:"Saving"})," and ",(0,t.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Investment_(macroeconomics)",children:"investment"}),";"]}),"\n",(0,t.jsxs)(i.li,{children:[(0,t.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Income_distribution",children:"Income distribution"}),"."]}),"\n"]}),"\n",(0,t.jsxs)(i.p,{children:["Fiscal policy can be distinguished from ",(0,t.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Monetary_policy",children:"monetary policy"}),", in that fiscal policy deals with taxation and government spending and is often administered by an executive under laws of a legislature, whereas monetary policy deals with the money supply and interest rates and is often administered by a ",(0,t.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Central_bank",children:"central bank"}),"."]}),"\n",(0,t.jsx)(i.p,{children:(0,t.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Fiscal_policy",children:"https://en.wikipedia.org/wiki/Fiscal_policy"})}),"\n",(0,t.jsx)(i.h2,{id:"fiscal-deficit-1",children:"Fiscal Deficit"}),"\n",(0,t.jsxs)(i.p,{children:["A fiscal deficit occurs when a government's total expenditures exceed the revenue that it generates, excluding money from borrowings. ",(0,t.jsx)(i.a,{href:"https://www.investopedia.com/terms/d/deficit.asp",children:"Deficit"})," differs from debt, which is an accumulation of yearly deficits."]}),"\n",(0,t.jsx)(i.p,{children:(0,t.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Government_budget_balance",children:"https://en.wikipedia.org/wiki/Government_budget_balance"})}),"\n",(0,t.jsx)(i.h2,{id:"nbfc-non-banking-financial-company--mfi-micro-finance-institutions",children:"NBFC (Non-Banking Financial Company) & MFI (Micro Finance Institutions)"}),"\n",(0,t.jsxs)(i.p,{children:["A Non Banking Financial Company (NBFC) isa company registered under the Companies Act, 2013 of ",(0,t.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/India",children:"India"}),", engaged in the business of loans and advances, acquisition of shares, stock, bonds, hire-purchase insurance business or chit-fund business, but does not include any institution whose principal business is that of agriculture, industrial activity, purchase or sale of any goods (other than securities) or providing any services and sale/purchase/construction of immovable property."]}),"\n",(0,t.jsx)(i.p,{children:(0,t.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/NBFC_%26_MFI_in_India",children:"https://en.wikipedia.org/wiki/NBFC_%26_MFI_in_India"})}),"\n",(0,t.jsx)(i.h2,{id:"indias-socio-economic-classification",children:"India's Socio-Economic Classification"}),"\n",(0,t.jsx)(i.p,{children:(0,t.jsx)(i.a,{href:"https://trak.in/tags/business/2011/05/30/new-sec-socio-economic-classification",children:"https://trak.in/tags/business/2011/05/30/new-sec-socio-economic-classification"})}),"\n",(0,t.jsx)(i.h2,{id:"budget",children:"Budget"}),"\n",(0,t.jsx)(i.p,{children:(0,t.jsx)(i.a,{href:"https://www.youtube.com/watch?v=-ANjtUiYbZ8",children:"INDIAN BUDGET EXPLAINED IN 10 MINUTES | Budget 2023 explained | Abhi and Niyu"})}),"\n",(0,t.jsx)(i.h2,{id:"yield-curve-control-ycc",children:"Yield Curve Control (YCC)"}),"\n",(0,t.jsxs)(i.p,{children:[(0,t.jsx)(i.a,{href:"https://www.investopedia.com/terms/y/yieldcurve.asp",children:"Yield curve"}),"\xa0control is a monetary policy tool used by central banks to manage interest rates across different maturities of government bonds. It involves targeting specific yields or interest rates on government bonds with different maturities, typically aiming to keep long-term interest rates at a desired level."]}),"\n",(0,t.jsx)(i.p,{children:(0,t.jsx)(i.a,{href:"https://www.investopedia.com/what-is-yield-curve-control-4797189",children:"Yield Curve Control (YCC): Definition, Purpose, and Examples"})}),"\n",(0,t.jsx)(i.h2,{id:"external-commercial-borrowing-ecb",children:"External commercial borrowing (ECB)"}),"\n",(0,t.jsxs)(i.p,{children:[(0,t.jsx)(i.strong,{children:"External commercial borrowing"}),"\xa0(ECBs) are\xa0",(0,t.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Loan",title:"Loan",children:"loans"}),"\xa0in India made by non-resident lenders in foreign currency to Indian borrowers. They are used widely in India to facilitate access to foreign money by Indian corporations and PSUs (",(0,t.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Public_sector",title:"Public sector",children:"public sector"}),"\xa0undertakings). ECBs include\xa0",(0,t.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Commercial_bank",title:"Commercial bank",children:"commercial bank"}),"\xa0loans, buyers' credit, suppliers' credit, securitised instruments such as\xa0",(0,t.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Floating_exchange_rate",title:"Floating exchange rate",children:"floating rate"}),"\xa0notes and fixed rate bonds etc., credit from official\xa0",(0,t.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Export_Credit_Agencies",title:"Export Credit Agencies",children:"export credit agencies"}),"\xa0and commercial borrowings from the private sector window of multilateral\xa0",(0,t.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Financial_institution",title:"Financial institution",children:"financial Institutions"}),"\xa0such as\xa0",(0,t.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/International_Finance_Corporation",title:"International Finance Corporation",children:"International Finance Corporation"}),"\xa0(Washington), ADB, AFIC, CDC, etc. ECBs cannot be used for investment in\xa0",(0,t.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Stock_market",title:"Stock market",children:"stock market"}),"\xa0or speculation in\xa0",(0,t.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Real_estate",title:"Real estate",children:"real estate"}),". The DEA (Department of Economic Affairs), Ministry of Finance,\xa0",(0,t.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Government_of_India",title:"Government of India",children:"Government of India"}),"\xa0along with\xa0",(0,t.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Reserve_Bank_of_India",title:"Reserve Bank of India",children:"Reserve Bank of India"}),", monitors and regulates ECB guidelines and policies."]}),"\n",(0,t.jsx)(i.p,{children:(0,t.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/External_commercial_borrowing",children:"External commercial borrowing - Wikipedia"})})]})}function h(e={}){const{wrapper:i}={...(0,r.a)(),...e.components};return i?(0,t.jsx)(i,{...e,children:(0,t.jsx)(l,{...e})}):l(e)}},511151:(e,i,n)=>{n.d(i,{Z:()=>s,a:()=>o});var t=n(667294);const r={},a=t.createContext(r);function o(e){const i=t.useContext(a);return t.useMemo((function(){return"function"==typeof e?e(i):{...i,...e}}),[i,e])}function s(e){let i;return i=e.disableParentContext?"function"==typeof e.components?e.components(r):e.components||r:o(e.components),t.createElement(a.Provider,{value:i},e.children)}}}]); \ No newline at end of file diff --git a/assets/js/34a68359.380bf8a4.js b/assets/js/34a68359.380bf8a4.js deleted file mode 100644 index bbda8107b4a..00000000000 --- a/assets/js/34a68359.380bf8a4.js +++ /dev/null @@ -1 +0,0 @@ -"use strict";(self.webpackChunkdeep_notes=self.webpackChunkdeep_notes||[]).push([[55668],{854219:(e,t,o)=>{o.r(t),o.d(t,{assets:()=>l,contentTitle:()=>r,default:()=>u,frontMatter:()=>a,metadata:()=>s,toc:()=>d});var n=o(785893),i=o(511151);const a={},r=void 0,s={id:"cloud/aws/networking-content-delivery/amazon-cloudfront",title:"amazon-cloudfront",description:"Amazon CloudFront",source:"@site/docs/cloud/aws/networking-content-delivery/amazon-cloudfront.md",sourceDirName:"cloud/aws/networking-content-delivery",slug:"/cloud/aws/networking-content-delivery/amazon-cloudfront",permalink:"/cloud/aws/networking-content-delivery/amazon-cloudfront",draft:!1,unlisted:!1,editUrl:"https://github.com/deepaksood619/deepaksood619.github.io/tree/master/docs/cloud/aws/networking-content-delivery/amazon-cloudfront.md",tags:[],version:"current",lastUpdatedAt:1725480022,formattedLastUpdatedAt:"Sep 4, 2024",frontMatter:{},sidebar:"tutorialSidebar",previous:{title:"Intro",permalink:"/cloud/aws/intro"},next:{title:"Amazon VPC",permalink:"/cloud/aws/networking-content-delivery/amazon-vpc"}},l={},d=[{value:"Amazon CloudFront",id:"amazon-cloudfront",level:2},{value:"Usage",id:"usage",level:3},{value:"Durability & availability",id:"durability--availability",level:3},{value:"Security",id:"security",level:3},{value:"Pricing / Cost Optimization",id:"pricing--cost-optimization",level:3}];function c(e){const t={a:"a",h2:"h2",h3:"h3",p:"p",...(0,i.a)(),...e.components};return(0,n.jsxs)(n.Fragment,{children:[(0,n.jsx)(t.h2,{id:"amazon-cloudfront",children:"Amazon CloudFront"}),"\n",(0,n.jsx)(t.p,{children:"Amazon CloudFront is a global Content Delivery Network (CDN) service which securely delivers website's dynamic, static, and streaming content by making it available from a global network of edge locations. 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Physical",l={id:"about-me/ideas/startup-ideas-physical",title:"Startup Ideas - Physical",description:"Consolidated Gig Marketplace",source:"@site/docs/about-me/ideas/startup-ideas-physical.md",sourceDirName:"about-me/ideas",slug:"/about-me/ideas/startup-ideas-physical",permalink:"/about-me/ideas/startup-ideas-physical",draft:!1,unlisted:!1,editUrl:"https://github.com/deepaksood619/deepaksood619.github.io/tree/master/docs/about-me/ideas/startup-ideas-physical.md",tags:[],version:"current",lastUpdatedAt:1729323453,formattedLastUpdatedAt:"Oct 19, 2024",frontMatter:{},sidebar:"tutorialSidebar",previous:{title:"Society",permalink:"/about-me/ideas/society"},next:{title:"Startup Quotes",permalink:"/about-me/ideas/startup-quotes"}},o={},c=[{value:"Consolidated Gig Marketplace",id:"consolidated-gig-marketplace",level:2},{value:"Personalized gym trainers with equipments at home",id:"personalized-gym-trainers-with-equipments-at-home",level:2},{value:"Dantewada - Coding coaching classes (laptop/mobile training)",id:"dantewada---coding-coaching-classes-laptopmobile-training",level:2},{value:"Business plans",id:"business-plans",level:2},{value:"Self maintaining green cover on top of buildings",id:"self-maintaining-green-cover-on-top-of-buildings",level:2},{value:"Pizza slice vending machine",id:"pizza-slice-vending-machine",level:2},{value:"Electrical / Electronics",id:"electrical--electronics",level:2},{value:"Mechanical",id:"mechanical",level:2},{value:"Vertical Parking system for cars+suv",id:"vertical-parking-system-for-carssuv",level:3},{value:"Cars",id:"cars",level:3},{value:"IoT enabled water tank monitoring system",id:"iot-enabled-water-tank-monitoring-system",level:3},{value:"RFID Smart Meters",id:"rfid-smart-meters",level:3},{value:"Small nuclear power plants for cities",id:"small-nuclear-power-plants-for-cities",level:3},{value:"Reusable flex",id:"reusable-flex",level:3},{value:"Civil Engineering",id:"civil-engineering",level:2},{value:"Better and Cheap Pervious Concrete",id:"better-and-cheap-pervious-concrete",level:3},{value:"Traffic Management",id:"traffic-management",level:2},{value:"Mobile As Laptop",id:"mobile-as-laptop",level:2},{value:"Windows that can remove use of blinders",id:"windows-that-can-remove-use-of-blinders",level:2},{value:"Affordable tiffin service (p2p tiffin service)",id:"affordable-tiffin-service-p2p-tiffin-service",level:3},{value:"Packaged Food",id:"packaged-food",level:3},{value:"Restaurants",id:"restaurants",level:3},{value:"New gen smart home",id:"new-gen-smart-home",level:2},{value:"ATF Fuel Optimizer",id:"atf-fuel-optimizer",level:2},{value:"Universal Basic Income (UBI) / Universal basic services (UBS)",id:"universal-basic-income-ubi--universal-basic-services-ubs",level:2},{value:"Autonomous Vehicles / Driverless Cars / Self-driving Car",id:"autonomous-vehicles--driverless-cars--self-driving-car",level:2},{value:"Others",id:"others",level:2}];function d(e){const n={a:"a",h1:"h1",h2:"h2",h3:"h3",li:"li",ol:"ol",p:"p",strong:"strong",ul:"ul",...(0,r.a)(),...e.components};return(0,s.jsxs)(s.Fragment,{children:[(0,s.jsx)(n.h1,{id:"startup-ideas---physical",children:"Startup Ideas - Physical"}),"\n",(0,s.jsx)(n.h2,{id:"consolidated-gig-marketplace",children:"Consolidated Gig Marketplace"}),"\n",(0,s.jsx)(n.p,{children:"Consolidated marketplace for all services (Single platform for all delivery both for customers and delivery agents - gig workers)"}),"\n",(0,s.jsxs)(n.ul,{children:["\n",(0,s.jsx)(n.li,{children:"Zomato + Swiggy - Food delivery"}),"\n",(0,s.jsx)(n.li,{children:"DTDC + Amazon + ecommerce - Parcel delivery"}),"\n",(0,s.jsx)(n.li,{children:"Uber + Ola - Transportation"}),"\n",(0,s.jsx)(n.li,{children:"Dunzo + Porter - Adhoc delivery"}),"\n"]}),"\n",(0,s.jsx)(n.p,{children:"Dynamic pricing and price surge like in Uber/Ola"}),"\n",(0,s.jsx)(n.h2,{id:"personalized-gym-trainers-with-equipments-at-home",children:"Personalized gym trainers with equipments at home"}),"\n",(0,s.jsxs)(n.ul,{children:["\n",(0,s.jsx)(n.li,{children:"The only thing left for people to go out is going to gym"}),"\n",(0,s.jsxs)(n.li,{children:["Or some good experience at home","\n",(0,s.jsxs)(n.ul,{children:["\n",(0,s.jsxs)(n.li,{children:["Book candle light dinner experience at home","\n",(0,s.jsxs)(n.ul,{children:["\n",(0,s.jsx)(n.li,{children:"Where a good chef will cook a great food"}),"\n",(0,s.jsx)(n.li,{children:"Butlers will come to home with all equipment"}),"\n",(0,s.jsx)(n.li,{children:"Maybe restaurant on wheels"}),"\n"]}),"\n"]}),"\n"]}),"\n"]}),"\n",(0,s.jsxs)(n.li,{children:["But why people don't want to go out or interact with other people","\n",(0,s.jsxs)(n.ul,{children:["\n",(0,s.jsx)(n.li,{children:"Because they don't like seeing poor people"}),"\n",(0,s.jsx)(n.li,{children:"They don't like seeing the city dirty"}),"\n",(0,s.jsx)(n.li,{children:"They are depressed"}),"\n"]}),"\n"]}),"\n"]}),"\n",(0,s.jsx)(n.h2,{id:"dantewada---coding-coaching-classes-laptopmobile-training",children:"Dantewada - Coding coaching classes (laptop/mobile training)"}),"\n",(0,s.jsxs)(n.ul,{children:["\n",(0,s.jsx)(n.li,{children:"Teach coding from freecodecamp using JavaScript"}),"\n",(0,s.jsx)(n.li,{children:"Give systems for them to study"}),"\n",(0,s.jsx)(n.li,{children:"Use Laptops and let guys issue laptop over night"}),"\n"]}),"\n",(0,s.jsx)(n.h2,{id:"business-plans",children:"Business plans"}),"\n",(0,s.jsxs)(n.ul,{children:["\n",(0,s.jsx)(n.li,{children:"Food industry"}),"\n",(0,s.jsx)(n.li,{children:(0,s.jsx)(n.strong,{children:"Software industry (core expertise, easy)"})}),"\n",(0,s.jsx)(n.li,{children:"Agriculture industry"}),"\n",(0,s.jsxs)(n.li,{children:["Hoticulture industry (self servicing indoor plantations for home)","\n",(0,s.jsxs)(n.ul,{children:["\n",(0,s.jsx)(n.li,{children:"Greenery inside homes"}),"\n"]}),"\n"]}),"\n"]}),"\n",(0,s.jsx)(n.h2,{id:"self-maintaining-green-cover-on-top-of-buildings",children:"Self maintaining green cover on top of buildings"}),"\n",(0,s.jsxs)(n.ul,{children:["\n",(0,s.jsx)(n.li,{children:"But conflicts with solar roofs"}),"\n",(0,s.jsx)(n.li,{children:"How to stop surface run-off"}),"\n",(0,s.jsx)(n.li,{children:"Ground water recharge"}),"\n",(0,s.jsx)(n.li,{children:"Circular economy and circular water system for urban sprawled areas"}),"\n"]}),"\n",(0,s.jsx)(n.h2,{id:"pizza-slice-vending-machine",children:"Pizza slice vending machine"}),"\n",(0,s.jsxs)(n.ul,{children:["\n",(0,s.jsx)(n.li,{children:"Why vending machine is not a hit in India?"}),"\n"]}),"\n",(0,s.jsx)(n.h2,{id:"electrical--electronics",children:"Electrical / Electronics"}),"\n",(0,s.jsxs)(n.ul,{children:["\n",(0,s.jsx)(n.li,{children:"A socket that does not need switch"}),"\n",(0,s.jsxs)(n.li,{children:["Smart appliance for Indian cooking - Ex - DelishUp","\n",(0,s.jsxs)(n.ul,{children:["\n",(0,s.jsx)(n.li,{children:"smart connected appliance"}),"\n",(0,s.jsx)(n.li,{children:"pre-sets for cooking tasks"}),"\n",(0,s.jsx)(n.li,{children:"integrated weighing scale"}),"\n"]}),"\n"]}),"\n",(0,s.jsx)(n.li,{children:"Live TV on phones without internet"}),"\n"]}),"\n",(0,s.jsx)(n.h2,{id:"mechanical",children:"Mechanical"}),"\n",(0,s.jsx)(n.h3,{id:"vertical-parking-system-for-carssuv",children:"Vertical Parking system for cars+suv"}),"\n",(0,s.jsx)(n.p,{children:"Max height for 15 cars each slot of suv height for every car fit. Height will be checked at entrance with the in time. Total money calculation can be done by subtracting the out time with in time. The parking money can be hour wise or by car weight. Can be placed at every metro. A complex with 15 car capacity per building for 5 structures will contain 75 cars. In ground are of 5 car space. Excluding the area of infrastructure around it. All steal truss structure for easy addtion and removal. Modules will be constructed independently and can be just directly placed."}),"\n",(0,s.jsx)(n.p,{children:"Using energy from surrounding.. glow lights... Led back for laptop"}),"\n",(0,s.jsx)(n.p,{children:"Iot switch"}),"\n",(0,s.jsx)(n.p,{children:"Perfect School"}),"\n",(0,s.jsx)(n.p,{children:"Get vegetables from farmer and make a distribution center."}),"\n",(0,s.jsx)(n.h3,{id:"cars",children:"Cars"}),"\n",(0,s.jsxs)(n.ul,{children:["\n",(0,s.jsx)(n.li,{children:"side mirror sees behind if anything is coming to not let the user open the door accidentally"}),"\n",(0,s.jsx)(n.li,{children:"Fog cameras in car, they can see everything infront by cutting through the fog, using night-vision/other sensors like lidar/radar, etc"}),"\n"]}),"\n",(0,s.jsx)(n.p,{children:"Zero Profit Store - direct Business to Customer without any hidden profits and margins"}),"\n",(0,s.jsx)(n.p,{children:"There are sweaters that can keep you warm, create a clothing that can keep you cool in warm weather integrate micro electronics for fans and some cooling liquid for transferring heat off your body"}),"\n",(0,s.jsx)(n.h3,{id:"iot-enabled-water-tank-monitoring-system",children:"IoT enabled water tank monitoring system"}),"\n",(0,s.jsxs)(n.ul,{children:["\n",(0,s.jsx)(n.li,{children:"Fully autonomous"}),"\n",(0,s.jsx)(n.li,{children:"Create its own energy"}),"\n",(0,s.jsx)(n.li,{children:"Shape like a ball that floats inside tank and measure the level of water using accelerometer"}),"\n",(0,s.jsx)(n.li,{children:"Send data using WiFi directly to cloud"}),"\n",(0,s.jsx)(n.li,{children:"All analytics done on cloud and user can see it's dashboard"}),"\n",(0,s.jsx)(n.li,{children:"Should be cheap"}),"\n"]}),"\n",(0,s.jsx)(n.h3,{id:"rfid-smart-meters",children:"RFID Smart Meters"}),"\n",(0,s.jsxs)(n.ul,{children:["\n",(0,s.jsx)(n.li,{children:"Users must scan and send the meter reading to the server, this removes the problem of having a personnel send to take the meter reading"}),"\n",(0,s.jsx)(n.li,{children:"Users can pay the used meter units using the same app or any other app"}),"\n",(0,s.jsx)(n.li,{children:"It must be tamper proof and locked from inside"}),"\n",(0,s.jsx)(n.li,{children:"Using ML any anomoly in meter reading will be cross checked on site"}),"\n"]}),"\n",(0,s.jsx)(n.h3,{id:"small-nuclear-power-plants-for-cities",children:"Small nuclear power plants for cities"}),"\n",(0,s.jsxs)(n.ul,{children:["\n",(0,s.jsx)(n.li,{children:"No losses due to electrical transmission"}),"\n",(0,s.jsx)(n.li,{children:"No large scale investment"}),"\n",(0,s.jsx)(n.li,{children:"No large scale nuclear disaster"}),"\n",(0,s.jsx)(n.li,{children:"Smaller system can be stable"}),"\n"]}),"\n",(0,s.jsx)(n.h3,{id:"reusable-flex",children:"Reusable flex"}),"\n",(0,s.jsx)(n.p,{children:"Flex that can be reprinted again and again. Or no need to print, just put up a flex, add a device which prints it. No need to remove and install new flex"}),"\n",(0,s.jsx)(n.h2,{id:"civil-engineering",children:"Civil Engineering"}),"\n",(0,s.jsx)(n.h3,{id:"better-and-cheap-pervious-concrete",children:"Better and Cheap Pervious Concrete"}),"\n",(0,s.jsxs)(n.ul,{children:["\n",(0,s.jsxs)(n.li,{children:["Pervious concrete, also known as ",(0,s.jsx)(n.strong,{children:"porous concrete"}),", water permeable concrete, or thirsty concrete, is a type of concrete that has a high void content that allows water or air to pass through."]}),"\n",(0,s.jsx)(n.li,{children:"Pervious concrete allows the passage of air and water, which can help preserve trees.\xa0It can also reduce stormwater runoff, which is a leading source of pollutants entering waterways."}),"\n",(0,s.jsxs)(n.li,{children:["Researchers have found that\xa0",(0,s.jsx)(n.strong,{children:"pervious concrete has less tensile and flexural strength than conventional concrete"}),". That's why it is generally not used for concrete pavements for high traffic and heavy wheel loads."]}),"\n",(0,s.jsx)(n.li,{children:"Clogging"}),"\n"]}),"\n",(0,s.jsx)(n.h2,{id:"traffic-management",children:"Traffic Management"}),"\n",(0,s.jsx)(n.p,{children:"Connected traffic lights with intelligent routing system"}),"\n",(0,s.jsx)(n.p,{children:"Computer vision traffic management, single pole in mid with high mast 4 side cameras, within same poles trafic lights. Traffic light will be controlled by the amount of cars in each lane."}),"\n",(0,s.jsx)(n.h2,{id:"mobile-as-laptop",children:"Mobile As Laptop"}),"\n",(0,s.jsxs)(n.ol,{children:["\n",(0,s.jsx)(n.li,{children:"Only desktop, keyboard and mouse needed"}),"\n",(0,s.jsx)(n.li,{children:"Can be used at test centers, people can directly bring their mobile devices and give papers"}),"\n",(0,s.jsx)(n.li,{children:"Can be used at WeWork, where people just bring their mobile devices"}),"\n",(0,s.jsx)(n.li,{children:"No need of laptops, no need to carry large devices"}),"\n",(0,s.jsx)(n.li,{children:"Can be seemlessly switched between large (desktop) and small screens (mobile screen)"}),"\n",(0,s.jsx)(n.li,{children:"Window continium"}),"\n"]}),"\n",(0,s.jsx)(n.h2,{id:"windows-that-can-remove-use-of-blinders",children:"Windows that can remove use of blinders"}),"\n",(0,s.jsx)(n.p,{children:"Example - Air India airplane windows that can change the transparency of windows"}),"\n",(0,s.jsx)(n.h1,{id:"distributed-kitchens",children:"Distributed Kitchens"}),"\n",(0,s.jsx)(n.p,{children:"D-Restra (Not owned by anyone, open source)"}),"\n",(0,s.jsx)(n.p,{children:"Anyone can run server locally and run restaurant."}),"\n",(0,s.jsx)(n.p,{children:"People vote to create a restaurant in their locality."}),"\n",(0,s.jsx)(n.p,{children:"Can also vote to add, delete items in menu."}),"\n",(0,s.jsx)(n.p,{children:"Set menu, preferences, etc."}),"\n",(0,s.jsx)(n.p,{children:"Drone selfies, get a drone to take a picture or photo shoot by app"}),"\n",(0,s.jsx)(n.p,{children:"Get personal photographers by app"}),"\n",(0,s.jsx)(n.h3,{id:"affordable-tiffin-service-p2p-tiffin-service",children:"Affordable tiffin service (p2p tiffin service)"}),"\n",(0,s.jsx)(n.h3,{id:"packaged-food",children:"Packaged Food"}),"\n",(0,s.jsx)(n.p,{children:(0,s.jsx)(n.a,{href:"https://midlifeentrepreneur.substack.com/p/why-packaged-food-startups-fail",children:"Why packaged food startups fail. - by Shashank Mehta"})}),"\n",(0,s.jsx)(n.h3,{id:"restaurants",children:"Restaurants"}),"\n",(0,s.jsx)(n.p,{children:"Restaurants have the highest mortality rate of any industry in the world. 60% restaurants shut in Year 1. 90%\xa0 shut in less than 5 years. 9 out of 10!"}),"\n",(0,s.jsx)(n.p,{children:"When you think of going out, your brain goes \u2018aaj kuch naya khate hain\u2019. Let\u2019s try something new today."}),"\n",(0,s.jsx)(n.p,{children:(0,s.jsx)(n.a,{href:"https://midlifeentrepreneur.substack.com/p/why-restaurants-fail",children:"Why Restaurants Fail - by Shashank Mehta"})}),"\n",(0,s.jsx)(n.h2,{id:"new-gen-smart-home",children:"New gen smart home"}),"\n",(0,s.jsxs)(n.ul,{children:["\n",(0,s.jsx)(n.li,{children:"No switches"}),"\n",(0,s.jsx)(n.li,{children:"Users will wear a watch, that automatically switches light on when someone goes to room and turns it off"}),"\n",(0,s.jsx)(n.li,{children:"All wires go to a smart wifi/bluetooth enabled central controller"}),"\n",(0,s.jsx)(n.li,{children:"Scheduling capability"}),"\n",(0,s.jsx)(n.li,{children:"Multiple appliances can be grouped to start and stop together"}),"\n",(0,s.jsxs)(n.li,{children:["Cost saving","\n",(0,s.jsxs)(n.ul,{children:["\n",(0,s.jsx)(n.li,{children:"As no boards with switches"}),"\n",(0,s.jsx)(n.li,{children:"Only sockets"}),"\n"]}),"\n"]}),"\n"]}),"\n",(0,s.jsx)(n.h2,{id:"atf-fuel-optimizer",children:"ATF Fuel Optimizer"}),"\n",(0,s.jsx)(n.p,{children:"Airline can be transporter of fuels if passenger occupancy is lower, i.e. based on passenger count and current rate diff of flying airport ATF rate vs place you are going, airline can decide on which airport it want to fill it's plane with"}),"\n",(0,s.jsx)(n.h2,{id:"universal-basic-income-ubi--universal-basic-services-ubs",children:"Universal Basic Income (UBI) / Universal basic services (UBS)"}),"\n",(0,s.jsx)(n.p,{children:(0,s.jsx)(n.a,{href:"https://www.youtube.com/watch?v=kl39KHS07Xc",children:"Universal Basic Income Explained - Free Money for Everybody? 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Physical",l={id:"about-me/ideas/startup-ideas-physical",title:"Startup Ideas - Physical",description:"Consolidated Gig Marketplace",source:"@site/docs/about-me/ideas/startup-ideas-physical.md",sourceDirName:"about-me/ideas",slug:"/about-me/ideas/startup-ideas-physical",permalink:"/about-me/ideas/startup-ideas-physical",draft:!1,unlisted:!1,editUrl:"https://github.com/deepaksood619/deepaksood619.github.io/tree/master/docs/about-me/ideas/startup-ideas-physical.md",tags:[],version:"current",lastUpdatedAt:1726516705,formattedLastUpdatedAt:"Sep 16, 2024",frontMatter:{},sidebar:"tutorialSidebar",previous:{title:"Society",permalink:"/about-me/ideas/society"},next:{title:"Startup Quotes",permalink:"/about-me/ideas/startup-quotes"}},o={},c=[{value:"Consolidated Gig Marketplace",id:"consolidated-gig-marketplace",level:2},{value:"Personalized gym trainers with equipments at home",id:"personalized-gym-trainers-with-equipments-at-home",level:2},{value:"Dantewada - Coding coaching classes (laptop/mobile training)",id:"dantewada---coding-coaching-classes-laptopmobile-training",level:2},{value:"Business plans",id:"business-plans",level:2},{value:"Self maintaining green cover on top of buildings",id:"self-maintaining-green-cover-on-top-of-buildings",level:2},{value:"Pizza slice vending machine",id:"pizza-slice-vending-machine",level:2},{value:"Electrical / Electronics",id:"electrical--electronics",level:2},{value:"Mechanical",id:"mechanical",level:2},{value:"Vertical Parking system for cars+suv",id:"vertical-parking-system-for-carssuv",level:3},{value:"Cars",id:"cars",level:3},{value:"IoT enabled water tank monitoring system",id:"iot-enabled-water-tank-monitoring-system",level:3},{value:"RFID Smart Meters",id:"rfid-smart-meters",level:3},{value:"Small nuclear power plants for cities",id:"small-nuclear-power-plants-for-cities",level:3},{value:"Civil Engineering",id:"civil-engineering",level:2},{value:"Better and Cheap Pervious Concrete",id:"better-and-cheap-pervious-concrete",level:3},{value:"Traffic Management",id:"traffic-management",level:2},{value:"Mobile As Laptop",id:"mobile-as-laptop",level:2},{value:"Windows that can remove use of blinders",id:"windows-that-can-remove-use-of-blinders",level:2},{value:"Affordable tiffin service (p2p tiffin service)",id:"affordable-tiffin-service-p2p-tiffin-service",level:3},{value:"Packaged Food",id:"packaged-food",level:3},{value:"Restaurants",id:"restaurants",level:3},{value:"New gen smart home",id:"new-gen-smart-home",level:2},{value:"ATF Fuel Optimizer",id:"atf-fuel-optimizer",level:2},{value:"Universal Basic Income (UBI) / Universal basic services (UBS)",id:"universal-basic-income-ubi--universal-basic-services-ubs",level:2},{value:"Autonomous Vehicles / Driverless Cars",id:"autonomous-vehicles--driverless-cars",level:2},{value:"Others",id:"others",level:2}];function d(e){const n={a:"a",h1:"h1",h2:"h2",h3:"h3",li:"li",ol:"ol",p:"p",strong:"strong",ul:"ul",...(0,r.a)(),...e.components};return(0,s.jsxs)(s.Fragment,{children:[(0,s.jsx)(n.h1,{id:"startup-ideas---physical",children:"Startup Ideas - 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Height will be checked at entrance with the in time. Total money calculation can be done by subtracting the out time with in time. The parking money can be hour wise or by car weight. Can be placed at every metro. A complex with 15 car capacity per building for 5 structures will contain 75 cars. In ground are of 5 car space. Excluding the area of infrastructure around it. All steal truss structure for easy addtion and removal. Modules will be constructed independently and can be just directly placed."}),"\n",(0,s.jsx)(n.p,{children:"Using energy from surrounding.. glow lights... Led back for laptop"}),"\n",(0,s.jsx)(n.p,{children:"Iot switch"}),"\n",(0,s.jsx)(n.p,{children:"Perfect School"}),"\n",(0,s.jsx)(n.p,{children:"Get vegetables from farmer and make a distribution center."}),"\n",(0,s.jsx)(n.h3,{id:"cars",children:"Cars"}),"\n",(0,s.jsxs)(n.ul,{children:["\n",(0,s.jsx)(n.li,{children:"side mirror sees behind if anything is coming to not let the user open the door accidentally"}),"\n",(0,s.jsx)(n.li,{children:"Fog cameras in car, they can see everything infront by cutting through the fog, using night-vision/other sensors like lidar/radar, etc"}),"\n"]}),"\n",(0,s.jsx)(n.p,{children:"Zero Profit Store - direct Business to Customer without any hidden profits and margins"}),"\n",(0,s.jsx)(n.p,{children:"There are sweaters that can keep you warm, create a clothing that can keep you cool in warm weather integrate micro electronics for fans and some cooling liquid for transferring heat off your body"}),"\n",(0,s.jsx)(n.h3,{id:"iot-enabled-water-tank-monitoring-system",children:"IoT enabled water tank monitoring system"}),"\n",(0,s.jsxs)(n.ul,{children:["\n",(0,s.jsx)(n.li,{children:"Fully autonomous"}),"\n",(0,s.jsx)(n.li,{children:"Create its own energy"}),"\n",(0,s.jsx)(n.li,{children:"Shape like a ball that floats inside tank and measure the level of water using accelerometer"}),"\n",(0,s.jsx)(n.li,{children:"Send data using WiFi directly to cloud"}),"\n",(0,s.jsx)(n.li,{children:"All analytics done on cloud and user can see it's dashboard"}),"\n",(0,s.jsx)(n.li,{children:"Should be cheap"}),"\n"]}),"\n",(0,s.jsx)(n.h3,{id:"rfid-smart-meters",children:"RFID Smart Meters"}),"\n",(0,s.jsxs)(n.ul,{children:["\n",(0,s.jsx)(n.li,{children:"Users must scan and send the meter reading to the server, this removes the problem of having a personnel send to take the meter reading"}),"\n",(0,s.jsx)(n.li,{children:"Users can pay the used meter units using the same app or any other app"}),"\n",(0,s.jsx)(n.li,{children:"It must be tamper proof and locked from inside"}),"\n",(0,s.jsx)(n.li,{children:"Using ML any anomoly in meter reading will be cross checked on site"}),"\n"]}),"\n",(0,s.jsx)(n.h3,{id:"small-nuclear-power-plants-for-cities",children:"Small nuclear power plants for cities"}),"\n",(0,s.jsxs)(n.ul,{children:["\n",(0,s.jsx)(n.li,{children:"No losses due to electrical transmission"}),"\n",(0,s.jsx)(n.li,{children:"No large scale investment"}),"\n",(0,s.jsx)(n.li,{children:"No large scale nuclear disaster"}),"\n",(0,s.jsx)(n.li,{children:"Smaller system can be stable"}),"\n"]}),"\n",(0,s.jsx)(n.h2,{id:"civil-engineering",children:"Civil Engineering"}),"\n",(0,s.jsx)(n.h3,{id:"better-and-cheap-pervious-concrete",children:"Better and Cheap Pervious Concrete"}),"\n",(0,s.jsxs)(n.ul,{children:["\n",(0,s.jsxs)(n.li,{children:["Pervious concrete, also known as ",(0,s.jsx)(n.strong,{children:"porous concrete"}),", water permeable concrete, or thirsty concrete, is a type of concrete that has a high void content that allows water or air to pass through."]}),"\n",(0,s.jsx)(n.li,{children:"Pervious concrete allows the passage of air and water, which can help preserve trees.\xa0It can also reduce stormwater runoff, which is a leading source of pollutants entering waterways."}),"\n",(0,s.jsxs)(n.li,{children:["Researchers have found that\xa0",(0,s.jsx)(n.strong,{children:"pervious concrete has less tensile and flexural strength than conventional concrete"}),". That's why it is generally not used for concrete pavements for high traffic and heavy wheel loads."]}),"\n",(0,s.jsx)(n.li,{children:"Clogging"}),"\n"]}),"\n",(0,s.jsx)(n.h2,{id:"traffic-management",children:"Traffic Management"}),"\n",(0,s.jsx)(n.p,{children:"Connected traffic lights with intelligent routing system"}),"\n",(0,s.jsx)(n.p,{children:"Computer vision traffic management, single pole in mid with high mast 4 side cameras, within same poles trafic lights. Traffic light will be controlled by the amount of cars in each lane."}),"\n",(0,s.jsx)(n.h2,{id:"mobile-as-laptop",children:"Mobile As Laptop"}),"\n",(0,s.jsxs)(n.ol,{children:["\n",(0,s.jsx)(n.li,{children:"Only desktop, keyboard and mouse needed"}),"\n",(0,s.jsx)(n.li,{children:"Can be used at test centers, people can directly bring their mobile devices and give papers"}),"\n",(0,s.jsx)(n.li,{children:"Can be used at WeWork, where people just bring their mobile devices"}),"\n",(0,s.jsx)(n.li,{children:"No need of laptops, no need to carry large devices"}),"\n",(0,s.jsx)(n.li,{children:"Can be seemlessly switched between large (desktop) and small screens (mobile screen)"}),"\n",(0,s.jsx)(n.li,{children:"Window continium"}),"\n"]}),"\n",(0,s.jsx)(n.h2,{id:"windows-that-can-remove-use-of-blinders",children:"Windows that can remove use of blinders"}),"\n",(0,s.jsx)(n.p,{children:"Example - Air India airplane windows that can change the transparency of windows"}),"\n",(0,s.jsx)(n.h1,{id:"distributed-kitchens",children:"Distributed Kitchens"}),"\n",(0,s.jsx)(n.p,{children:"D-Restra (Not owned by anyone, open source)"}),"\n",(0,s.jsx)(n.p,{children:"Anyone can run server locally and run restaurant."}),"\n",(0,s.jsx)(n.p,{children:"People vote to create a restaurant in their locality."}),"\n",(0,s.jsx)(n.p,{children:"Can also vote to add, delete items in menu."}),"\n",(0,s.jsx)(n.p,{children:"Set menu, preferences, etc."}),"\n",(0,s.jsx)(n.p,{children:"Drone selfies, get a drone to take a picture or photo shoot by app"}),"\n",(0,s.jsx)(n.p,{children:"Get personal photographers by app"}),"\n",(0,s.jsx)(n.h3,{id:"affordable-tiffin-service-p2p-tiffin-service",children:"Affordable tiffin service (p2p tiffin service)"}),"\n",(0,s.jsx)(n.h3,{id:"packaged-food",children:"Packaged Food"}),"\n",(0,s.jsx)(n.p,{children:(0,s.jsx)(n.a,{href:"https://midlifeentrepreneur.substack.com/p/why-packaged-food-startups-fail",children:"Why packaged food startups fail. - by Shashank Mehta"})}),"\n",(0,s.jsx)(n.h3,{id:"restaurants",children:"Restaurants"}),"\n",(0,s.jsx)(n.p,{children:"Restaurants have the highest mortality rate of any industry in the world. 60% restaurants shut in Year 1. 90%\xa0 shut in less than 5 years. 9 out of 10!"}),"\n",(0,s.jsx)(n.p,{children:"When you think of going out, your brain goes \u2018aaj kuch naya khate hain\u2019. Let\u2019s try something new today."}),"\n",(0,s.jsx)(n.p,{children:(0,s.jsx)(n.a,{href:"https://midlifeentrepreneur.substack.com/p/why-restaurants-fail",children:"Why Restaurants Fail - by Shashank Mehta"})}),"\n",(0,s.jsx)(n.h2,{id:"new-gen-smart-home",children:"New gen smart home"}),"\n",(0,s.jsxs)(n.ul,{children:["\n",(0,s.jsx)(n.li,{children:"No switches"}),"\n",(0,s.jsx)(n.li,{children:"Users will wear a watch, that automatically switches light on when someone goes to room and turns it off"}),"\n",(0,s.jsx)(n.li,{children:"All wires go to a smart wifi/bluetooth enabled central controller"}),"\n",(0,s.jsx)(n.li,{children:"Scheduling capability"}),"\n",(0,s.jsx)(n.li,{children:"Multiple appliances can be grouped to start and stop together"}),"\n",(0,s.jsxs)(n.li,{children:["Cost saving","\n",(0,s.jsxs)(n.ul,{children:["\n",(0,s.jsx)(n.li,{children:"As no boards with switches"}),"\n",(0,s.jsx)(n.li,{children:"Only sockets"}),"\n"]}),"\n"]}),"\n"]}),"\n",(0,s.jsx)(n.h2,{id:"atf-fuel-optimizer",children:"ATF Fuel Optimizer"}),"\n",(0,s.jsx)(n.p,{children:"Airline can be transporter of fuels if passenger occupancy is lower, i.e. based on passenger count and current rate diff of flying airport ATF rate vs place you are going, airline can decide on which airport it want to fill it's plane with"}),"\n",(0,s.jsx)(n.h2,{id:"universal-basic-income-ubi--universal-basic-services-ubs",children:"Universal Basic Income (UBI) / Universal basic services (UBS)"}),"\n",(0,s.jsx)(n.p,{children:(0,s.jsx)(n.a,{href:"https://www.youtube.com/watch?v=kl39KHS07Xc",children:"Universal Basic Income Explained - Free Money for Everybody? 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Please find below details for the same."]}),"\n",(0,a.jsxs)(i.ul,{children:["\n",(0,a.jsxs)(i.li,{children:[(0,a.jsx)(i.strong,{children:"Data Integration"}),"\n",(0,a.jsxs)(i.ul,{children:["\n",(0,a.jsx)(i.li,{children:"Both the tools connect to various data sources without much issues (In few instances, third party tools might be required for Google Data Studio)."}),"\n",(0,a.jsx)(i.li,{children:"However, Data studio has an edge when connecting with Google services. Google services like AdWords, Google Sheets and Google Analytics are natively fully integrated with Google Data Studio."}),"\n",(0,a.jsx)(i.li,{children:"Google data studio might need third party applications such as Supermetricsfor adding few data sources."}),"\n"]}),"\n"]}),"\n",(0,a.jsxs)(i.li,{children:[(0,a.jsx)(i.strong,{children:"Functionality"}),"\n",(0,a.jsxs)(i.ul,{children:["\n",(0,a.jsx)(i.li,{children:"Power BI has a large functionality with sophisticated functions. For example, basic functionality such asline, bar and pie chartsare available in both the tools, sophisticated functions suchCohort analysis, standard funnelare not available in Google data. However, I believe these visualizations could be achievedby modifying data using SQL queries."}),"\n",(0,a.jsx)(i.li,{children:"Power BI is superior to Google data studio in processing data visualization with large data."}),"\n"]}),"\n"]}),"\n",(0,a.jsxs)(i.li,{children:[(0,a.jsx)(i.strong,{children:"Ease of working"}),"\n",(0,a.jsxs)(i.ul,{children:["\n",(0,a.jsx)(i.li,{children:"Power BI's DAX functions being similarto Excel formulas (which most of the team members have experience on), is a bit easier to work on."}),"\n",(0,a.jsx)(i.li,{children:"Working on Google data studio would be a learningcurve."}),"\n"]}),"\n"]}),"\n",(0,a.jsxs)(i.li,{children:[(0,a.jsx)(i.strong,{children:"Pricing"}),"\n",(0,a.jsxs)(i.ul,{children:["\n",(0,a.jsx)(i.li,{children:"Power BI costs $10 per user while Google data studio is free of cost."}),"\n",(0,a.jsx)(i.li,{children:"However, adding few data sources to Google data studio needs third party applications such as Supermetrics which costs between $20 - $50."}),"\n",(0,a.jsx)(i.li,{children:"Given Google data studio is a cloud based application, it would eliminate the need for AWS machine(needed to build Power BI report)to builtthe reports."}),"\n"]}),"\n"]}),"\n"]}),"\n",(0,a.jsx)(i.h2,{id:"qlikview",children:"QlikView"}),"\n",(0,a.jsxs)(i.ul,{children:["\n",(0,a.jsx)(i.li,{children:(0,a.jsx)(i.a,{href:"https://www.qlik.com/us",children:"Qlik Data Integration, Data Quality, and Analytics Solutions"})}),"\n",(0,a.jsx)(i.li,{children:(0,a.jsx)(i.a,{href:"https://www.qlik.com/us/products/qlik-sense",children:"Qlik Sense | Modern Analytics"})}),"\n"]}),"\n",(0,a.jsx)(i.h2,{id:"others",children:"Others"}),"\n",(0,a.jsxs)(i.ol,{children:["\n",(0,a.jsxs)(i.li,{children:["\n",(0,a.jsx)(i.p,{children:"QlikView"}),"\n"]}),"\n",(0,a.jsxs)(i.li,{children:["\n",(0,a.jsx)(i.p,{children:"Klipfolio"}),"\n"]}),"\n",(0,a.jsxs)(i.li,{children:["\n",(0,a.jsx)(i.p,{children:"Geckoboard"}),"\n"]}),"\n",(0,a.jsxs)(i.li,{children:["\n",(0,a.jsx)(i.p,{children:"Google Data Studio"}),"\n"]}),"\n",(0,a.jsxs)(i.li,{children:["\n",(0,a.jsx)(i.p,{children:"Domo"}),"\n"]}),"\n",(0,a.jsxs)(i.li,{children:["\n",(0,a.jsx)(i.p,{children:"SSRS (Sql Server Reporting Services)"}),"\n",(0,a.jsxs)(i.p,{children:["SQL Server Reporting Services(SSRS)is a server-based report generating software system from ",(0,a.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Microsoft",children:"Microsoft"}),". It is part of a suite of ",(0,a.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Microsoft_SQL_Server",children:"Microsoft SQL Server"})," services, including SSAS (",(0,a.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/SQL_Server_Analysis_Services",children:"SQL Server Analysis Services"}),") and SSIS (",(0,a.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/SQL_Server_Integration_Services",children:"SQL Server Integration Services"}),")."]}),"\n"]}),"\n",(0,a.jsxs)(i.li,{children:["\n",(0,a.jsxs)(i.p,{children:["Sisense - ",(0,a.jsx)(i.a,{href:"https://www.sisense.com",children:"https://www.sisense.com"})]}),"\n"]}),"\n"]}),"\n",(0,a.jsx)(i.p,{children:(0,a.jsx)(i.img,{alt:"image",src:s(755285).Z+"",width:"1099",height:"1146"})}),"\n",(0,a.jsx)(i.p,{children:(0,a.jsx)(i.a,{href:"https://medium.com/activewizards-machine-learning-company/a-comparative-analysis-of-top-6-bi-and-data-visualization-tools-in-2018-658490665973",children:"https://medium.com/activewizards-machine-learning-company/a-comparative-analysis-of-top-6-bi-and-data-visualization-tools-in-2018-658490665973"})}),"\n",(0,a.jsx)(i.h2,{id:"redash",children:"Redash"}),"\n",(0,a.jsx)(i.p,{children:'Redash was built to allow fast and easy access to billions of records, that we process and collect using Amazon Redshift ("petabyte scale data warehouse" that "speaks" PostgreSQL). Today Redash has support for querying multiple databases, including: Redshift, Google BigQuery, PostgreSQL, MySQL, Graphite, Presto, Google Spreadsheets, Cloudera Impala, Hive and custom scripts.'}),"\n",(0,a.jsx)(i.h3,{id:"redash-consists-of-two-parts",children:"Redash consists of two parts"}),"\n",(0,a.jsxs)(i.ol,{children:["\n",(0,a.jsxs)(i.li,{children:[(0,a.jsx)(i.strong,{children:"Query Editor:"})," think of ",(0,a.jsx)(i.a,{href:"https://jsfiddle.net/",children:"JS Fiddle"})," for SQL queries. It's your way to share data in the organization in an open way, by sharing both the dataset and the query that generated it. This way everyone can peer review not only the resulting dataset but also the process that generated it. Also it's possible to fork it and generate new datasets and reach new insights."]}),"\n",(0,a.jsxs)(i.li,{children:[(0,a.jsx)(i.strong,{children:"Visualizations and Dashboards:"})," once you have a dataset, you can create different visualizations out of it, and then combine several visualizations into a single dashboard. 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Built from the ground up for the cloud, SPICE uses a combination of columnar storage, in-memory technologies enabled through the latest hardware innovations and machine code generation to run interactive queries on large datasets and get rapid responses. SPICE supports rich calculations to help you derive valuable insights from your analysis without worrying about provisioning or managing infrastructure. Data in SPICE is persisted until it is explicitly deleted by the user. 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Twitter",permalink:"/computer-science/interview-question/system-design-twitter"},next:{title:"System Design - Uber Lyft ride sharing services",permalink:"/computer-science/interview-question/system-design-uber-lyft-ride-sharing-services"}},l={},c=[{value:"Critical Requirements of Uber\u2019s Real-Time Data",id:"critical-requirements-of-ubers-real-time-data",level:2},{value:"Key Technologies Used By Uber",id:"key-technologies-used-by-uber",level:2},{value:"Apache Kafka for Streaming Data",id:"apache-kafka-for-streaming-data",level:3},{value:"Apache Flink for Stream Processing",id:"apache-flink-for-stream-processing",level:3},{value:"Apache Pinot for Real-Time OLAP",id:"apache-pinot-for-real-time-olap",level:3},{value:"HDFS for Long-Term Storage",id:"hdfs-for-long-term-storage",level:3},{value:"Presto for Interactive Queries",id:"presto-for-interactive-queries",level:3},{value:"Use Cases",id:"use-cases",level:2},{value:"1 - Surge Pricing",id:"1---surge-pricing",level:3},{value:"2 - UberEats Restaurant Manager",id:"2---ubereats-restaurant-manager",level:3},{value:"3 - 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The company needs to scale its systems to handle more data, support new use cases, and accommodate a growing number of users. At the same time, they must ensure that the data is always fresh, latency is kept low, and the entire system remains highly available."}),"\n",(0,t.jsx)(s.p,{children:"In short, Uber's real-time data system is essential to its ability to make split-second decisions, and the company has built an advanced architecture to keep everything running smoothly, even as demand grows."}),"\n",(0,t.jsx)(s.h2,{id:"critical-requirements-of-ubers-real-time-data",children:"Critical Requirements of Uber\u2019s Real-Time Data"}),"\n",(0,t.jsx)(s.p,{children:"Uber's real-time data system has some critical requirements to ensure it operates smoothly and efficiently, especially given its massive scale."}),"\n",(0,t.jsx)(s.p,{children:"These requirements handle everything from ride pricing to food delivery, ensuring users get the best possible experience."}),"\n",(0,t.jsxs)(s.ul,{children:["\n",(0,t.jsxs)(s.li,{children:[(0,t.jsx)(s.strong,{children:"Consistency:"}),"\xa0It is crucial for Uber's mission-critical services. The data needs to be consistent across all regions, with no room for loss or duplication. This is especially important for services that rely on accurate data, like financial dashboards."]}),"\n",(0,t.jsxs)(s.li,{children:[(0,t.jsx)(s.strong,{children:"Availability:"}),"\xa0Uber\u2019s system needs to be up and running almost all the time, with a 99.99% uptime guarantee. Services like dynamic pricing, which adjust ride prices in real time based on supply and demand, simply can't afford downtime."]}),"\n",(0,t.jsxs)(s.li,{children:[(0,t.jsx)(s.strong,{children:"Data Freshness:"}),"\xa0Events, like ride requests or order placements, need to be processed within seconds so the system can make real-time decisions, whether it's matching riders with drivers or alerting restaurants of new orders. Some tools, such as the UberEats Restaurant Manager, depend on query latency being super low\u2014ideally, under a second. This allows restaurants to get instant insights into things like orders, sales, and performance metrics."]}),"\n",(0,t.jsxs)(s.li,{children:[(0,t.jsx)(s.strong,{children:"Scalability:"}),"\xa0As Uber grows, its scalability becomes even more important. The data system must be able to expand as more data is generated and new use cases arise, ensuring smooth performance no matter how much demand increases."]}),"\n",(0,t.jsxs)(s.li,{children:[(0,t.jsx)(s.strong,{children:"Cost Efficiency:"}),"\xa0Finally, cost efficiency plays a big role. Since Uber operates on low margins, the company focuses on managing resources efficiently, including memory and storage. This helps keep operational costs down while maintaining top performance."]}),"\n"]}),"\n",(0,t.jsx)(s.p,{children:"In short, Uber's real-time data infrastructure is designed to be consistent, available, fast, scalable, and cost-effective, ensuring the company's services run smoothly at all times."}),"\n",(0,t.jsx)(s.h2,{id:"key-technologies-used-by-uber",children:"Key Technologies Used By Uber"}),"\n",(0,t.jsx)(s.p,{children:"Uber's real-time data infrastructure is powered by a combination of advanced open-source technologies, each customized to handle the company\u2019s massive data needs."}),"\n",(0,t.jsx)(s.p,{children:"The diagram below shows the overall landscape."}),"\n",(0,t.jsx)(s.p,{children:(0,t.jsx)(s.img,{src:"https://substackcdn.com/image/fetch/w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F3e74a5c9-a041-4657-a3e4-39017b238e76_1600x1017.png",alt:""})}),"\n",(0,t.jsx)(s.p,{children:"Let\u2019s take a closer look at the key technologies Uber relies on, how they work, and the unique tweaks that make them fit Uber's requirements."}),"\n",(0,t.jsx)(s.h3,{id:"apache-kafka-for-streaming-data",children:"Apache Kafka for Streaming Data"}),"\n",(0,t.jsx)(s.p,{children:"Kafka is the backbone of Uber\u2019s data streaming."}),"\n",(0,t.jsx)(s.p,{children:"It handles trillions of messages and petabytes of data daily, helping to transport information from user apps (like driver and rider apps) and microservices. Kafka\u2019s key role is to move this streaming data to batch and real-time systems."}),"\n",(0,t.jsx)(s.p,{children:(0,t.jsx)(s.img,{src:"https://substackcdn.com/image/fetch/w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F35bab385-a2ed-4c4f-958d-66e20e5d269b_1600x813.png",alt:""})}),"\n",(0,t.jsx)(s.p,{children:"At Uber, Kafka was heavily customized to meet its large-scale needs. Some of the key features are as follows:"}),"\n",(0,t.jsxs)(s.ul,{children:["\n",(0,t.jsxs)(s.li,{children:[(0,t.jsx)(s.strong,{children:"Cluster Federation:"}),"\xa0Uber created a federated Kafka cluster setup to improve scalability and reliability. With federation, data is distributed across smaller clusters (each with about 150 nodes), making it easier to manage and scale."]}),"\n",(0,t.jsxs)(s.li,{children:[(0,t.jsx)(s.strong,{children:"Dead Letter Queues (DLQ):"}),"\xa0When messages fail (due to corruption or unexpected behavior), Uber's Kafka pushes them to a DLQ so they don\u2019t block live traffic. This keeps data moving smoothly."]}),"\n",(0,t.jsxs)(s.li,{children:[(0,t.jsx)(s.strong,{children:"Consumer Proxy:"}),"\xa0Kafka's client libraries were complex, and with so many programming languages in use at Uber, it became difficult to manage. Uber built a proxy layer to simplify client interactions. This layer consumes Kafka messages and forwards them to a user\u2019s service, streamlining error handling and reducing client complexity."]}),"\n",(0,t.jsxs)(s.li,{children:[(0,t.jsx)(s.strong,{children:"Cross-cluster Replication:"}),"\xa0For fault tolerance and redundancy, Uber developed uReplicator, which replicates Kafka messages across data centers. This ensures that data is available globally, even in case of failures."]}),"\n"]}),"\n",(0,t.jsx)(s.h3,{id:"apache-flink-for-stream-processing",children:"Apache Flink for Stream Processing"}),"\n",(0,t.jsx)(s.p,{children:"Apache Flink is another critical component of Uber\u2019s infrastructure, used for processing data streams in real-time."}),"\n",(0,t.jsx)(s.p,{children:"Flink can handle complex workloads, scale efficiently, and manage backlogs of millions of messages without slowing down."}),"\n",(0,t.jsx)(s.p,{children:"Here\u2019s how Uber improved Flink for their environment:"}),"\n",(0,t.jsxs)(s.ul,{children:["\n",(0,t.jsxs)(s.li,{children:[(0,t.jsx)(s.strong,{children:"FlinkSQL:"}),"\xa0Uber built a SQL layer on top of Flink, known as FlinkSQL, to make stream processing more accessible to users. It translates SQL queries into Flink jobs, allowing engineers and non-engineers alike to build real-time applications without the need to know the underlying code."]}),"\n",(0,t.jsxs)(s.li,{children:[(0,t.jsx)(s.strong,{children:"Resource Estimation and Auto-scaling:"}),"\xa0Flink jobs can vary in resource requirements. Uber built tools to estimate how much CPU and memory a job needs based on its type and adjust resources automatically as workloads change throughout the day."]}),"\n",(0,t.jsxs)(s.li,{children:[(0,t.jsx)(s.strong,{children:"Failure Recovery:"}),"\xa0Flink jobs are continuously monitored, and if a job fails, an automated system restarts it or scales it up as needed."]}),"\n"]}),"\n",(0,t.jsx)(s.p,{children:"By implementing these changes, Uber has made Flink more reliable and easier to use at scale, allowing thousands of real-time data processing jobs to run efficiently."}),"\n",(0,t.jsx)(s.p,{children:"See the diagram below that shows the Unified Flink Architecture at Uber."}),"\n",(0,t.jsx)(s.p,{children:(0,t.jsx)(s.img,{src:"https://substackcdn.com/image/fetch/w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa9e8a845-940c-468d-a19c-f39f1a8cc4b4_1600x1017.png",alt:""})}),"\n",(0,t.jsx)(s.h3,{id:"apache-pinot-for-real-time-olap",children:"Apache Pinot for Real-Time OLAP"}),"\n",(0,t.jsx)(s.p,{children:"For quick, low-latency data analysis, Uber uses Apache Pinot."}),"\n",(0,t.jsx)(s.p,{children:"Pinot allows real-time analytics on terabytes of data, making it ideal for Uber\u2019s dashboards and operational insights, like tracking ride demand or Uber Eats orders in real-time."}),"\n",(0,t.jsx)(s.p,{children:"Uber enhanced Pinot in several ways:"}),"\n",(0,t.jsxs)(s.ul,{children:["\n",(0,t.jsxs)(s.li,{children:[(0,t.jsx)(s.strong,{children:"Upsert Support:"}),"\xa0Uber added the ability to handle upserts (updates + inserts), which is crucial for scenarios where data changes frequently, like correcting a ride fare or updating a delivery status. This feature ensures the latest data is always available for analysis."]}),"\n",(0,t.jsxs)(s.li,{children:[(0,t.jsx)(s.strong,{children:"Full SQL Support with Presto:"}),"\xa0Although Pinot is great for real-time queries, it lacks certain advanced SQL features like joins. Uber integrated Pinot with Presto, a distributed SQL query engine, to bridge the gap. This combination allows users to run complex queries on Pinot\u2019s real-time data with low latency."]}),"\n",(0,t.jsxs)(s.li,{children:[(0,t.jsx)(s.strong,{children:"Peer-to-peer Segment Recovery:"}),"\xa0Originally, Pinot relied on external storage systems (like HDFS or S3) for backing up data segments, which created bottlenecks. Uber developed a peer-to-peer segment recovery system, allowing data replicas to serve as backups for each other. This improved both speed and reliability."]}),"\n"]}),"\n",(0,t.jsx)(s.h3,{id:"hdfs-for-long-term-storage",children:"HDFS for Long-Term Storage"}),"\n",(0,t.jsx)(s.p,{children:"Uber uses HDFS (Hadoop Distributed File System) as the foundation for its long-term data storage. HDFS stores data from Kafka streams and converts it into more efficient formats, like Parquet, for long-term use."}),"\n",(0,t.jsx)(s.p,{children:"The data stored in HDFS is used for:"}),"\n",(0,t.jsxs)(s.ul,{children:["\n",(0,t.jsxs)(s.li,{children:[(0,t.jsx)(s.strong,{children:"Backfilling:"}),"\xa0When systems need to reprocess historical data (for example, if a bug is fixed), HDFS provides the source for this backfill. The stored data is also used to train new machine-learning models or test new data pipelines."]}),"\n",(0,t.jsxs)(s.li,{children:[(0,t.jsx)(s.strong,{children:"Checkpointing:"}),"\xa0For services like Flink and Pinot, HDFS is used to store checkpoints\u2014snapshots of the system\u2019s state at a particular point in time. This allows systems to recover quickly in case of failure."]}),"\n"]}),"\n",(0,t.jsx)(s.h3,{id:"presto-for-interactive-queries",children:"Presto for Interactive Queries"}),"\n",(0,t.jsx)(s.p,{children:"Presto is Uber\u2019s go-to query engine for exploring large datasets in real-time."}),"\n",(0,t.jsx)(s.p,{children:"It\u2019s designed to provide fast, distributed SQL queries across multiple data sources, including Pinot, Hive, and others."}),"\n",(0,t.jsx)(s.p,{children:"At Uber, Presto plays a critical role in:"}),"\n",(0,t.jsxs)(s.ul,{children:["\n",(0,t.jsxs)(s.li,{children:[(0,t.jsx)(s.strong,{children:"Real-time Data Exploration:"}),"\xa0Presto allows engineers and data scientists to query real-time data in Pinot and other systems, providing insights on the fly. For example, an Uber Eats operations team might query real-time order data to monitor restaurant performance or customer trends."]}),"\n",(0,t.jsxs)(s.li,{children:[(0,t.jsx)(s.strong,{children:"Optimization with Pinot:"}),"\xa0Uber has customized Presto to push as much query processing as possible to Pinot, reducing query latency and improving efficiency."]}),"\n"]}),"\n",(0,t.jsx)(s.h2,{id:"use-cases",children:"Use Cases"}),"\n",(0,t.jsx)(s.p,{children:"Uber's real-time data infrastructure powers a variety of critical use cases, from surge pricing to real-time analytics for Uber Eats."}),"\n",(0,t.jsx)(s.p,{children:"Let\u2019s look at some of the most important use cases supported by Uber\u2019s data infrastructure."}),"\n",(0,t.jsx)(s.h3,{id:"1---surge-pricing",children:"1 - Surge Pricing"}),"\n",(0,t.jsx)(s.p,{children:"One of Uber\u2019s most well-known features is surge pricing, which adjusts fares based on real-time demand and supply conditions in a given area."}),"\n",(0,t.jsx)(s.p,{children:"To make this happen, Uber uses a data pipeline powered by Kafka and Flink. Kafka ingests streaming data from ride requests and driver availability, while Flink processes this information in real-time to calculate pricing multipliers for each area."}),"\n",(0,t.jsx)(s.p,{children:"The surge pricing pipeline prioritizes data freshness and availability over strict consistency, meaning the system focuses on making quick pricing decisions rather than ensuring every single message is perfectly consistent across all regions."}),"\n",(0,t.jsx)(s.p,{children:"This approach allows Uber to respond to changes in demand within seconds, keeping the marketplace balanced while maximizing driver availability."}),"\n",(0,t.jsx)(s.h3,{id:"2---ubereats-restaurant-manager",children:"2 - UberEats Restaurant Manager"}),"\n",(0,t.jsx)(s.p,{children:"For restaurant partners, Uber provides a dashboard called the UberEats Restaurant Manager, which offers real-time insights into order trends, sales, and service performance."}),"\n",(0,t.jsx)(s.p,{children:"This dashboard is powered by Apache Pinot, a real-time OLAP system designed to handle large datasets with low-latency queries."}),"\n",(0,t.jsx)(s.p,{children:"Pinot enables fast querying by using pre-aggregated data, meaning that instead of running a complex query every time, certain metrics (like popular menu items or sales figures) are pre-calculated and stored, allowing for quick responses when the restaurant manager requests information."}),"\n",(0,t.jsx)(s.p,{children:"This setup ensures that restaurant owners get real-time feedback, helping them make informed decisions about their business."}),"\n",(0,t.jsx)(s.h3,{id:"3---real-time-prediction-monitoring",children:"3 - Real-Time Prediction Monitoring"}),"\n",(0,t.jsx)(s.p,{children:"To ensure the quality of its machine-learning models, Uber has a system in place for real-time prediction monitoring. This system uses Flink to aggregate predictions from models and compare them against actual outcomes in real-time."}),"\n",(0,t.jsx)(s.p,{children:"With thousands of machine learning models deployed across Uber\u2019s services, monitoring their performance is critical."}),"\n",(0,t.jsx)(s.p,{children:"The system processes millions of data points per second to detect any deviations or inaccuracies in model predictions. By continuously aggregating and analyzing this data, Uber ensures that its models are performing as expected and can quickly identify any issues that need attention."}),"\n",(0,t.jsx)(s.h3,{id:"4---ops-automation",children:"4 - Ops Automation"}),"\n",(0,t.jsx)(s.p,{children:"During the pandemic, Uber needed a way to respond quickly to operational needs, such as limiting the number of customers at restaurants to comply with health regulations. The Ops Automation system for Uber Eats was designed to provide this flexibility."}),"\n",(0,t.jsx)(s.p,{children:"This system uses Presto and Pinot to allow for ad hoc exploration of real-time data, enabling Uber\u2019s operations team to run custom queries on current data about restaurant orders, couriers, and customer activity. For example, if a restaurant was nearing its capacity limit, the system could automatically trigger alerts or actions, such as temporarily pausing orders or notifying couriers to wait outside."}),"\n",(0,t.jsx)(s.p,{children:"This combination of real-time data and flexible querying made it possible for Uber Eats to adapt to fast-changing regulations, helping restaurants stay open while keeping customers and couriers safe."}),"\n",(0,t.jsx)(s.h2,{id:"scaling-strategies",children:"Scaling Strategies"}),"\n",(0,t.jsx)(s.p,{children:"To handle the massive scale of its operations, Uber has developed several key strategies for ensuring its data systems are highly available, reliable, and able to handle real-time and historical data processing."}),"\n",(0,t.jsx)(s.p,{children:"Three of the most important strategies include the Active-Active Kafka setup, Active-Passive Kafka setup, and a backfill support solution for historical data processing. Let\u2019s look at each in more detail:"}),"\n",(0,t.jsx)(s.h3,{id:"1---active-active-kafka-setup",children:"1 - Active-Active Kafka Setup"}),"\n",(0,t.jsx)(s.p,{children:"For critical services like surge pricing, ensuring high availability and redundancy is a top priority at Uber. To meet this need, Uber uses an Active-Active Kafka setup across multiple regions. This means that Kafka clusters are deployed in different geographic regions, allowing data to be processed and synchronized across these regions in real-time."}),"\n",(0,t.jsx)(s.p,{children:"The Active-Active setup ensures that if one region experiences a failure\u2014whether due to a network issue or a server problem\u2014Uber\u2019s systems can continue to function smoothly from another region."}),"\n",(0,t.jsx)(s.p,{children:"For example, surge pricing calculations, which depend on real-time supply and demand data, are too important to fail. If the primary region fails, another region can immediately take over and continue processing the data without missing a beat."}),"\n",(0,t.jsx)(s.p,{children:"See the diagram below:"}),"\n",(0,t.jsx)(s.p,{children:(0,t.jsx)(s.img,{src:"https://substackcdn.com/image/fetch/w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F00f0c703-4ef5-4a6e-bc5e-82c3a6c86db6_1600x1141.png",alt:""})}),"\n",(0,t.jsx)(s.p,{children:"This setup requires careful synchronization of data between regions. Uber uses uReplicator, a tool they developed to replicate Kafka messages across clusters, ensuring the system remains redundant and reliable. Even if one region goes down, the data is preserved and can be quickly restored in the backup region, minimizing disruption to the service."}),"\n",(0,t.jsx)(s.h3,{id:"2---active-passive-kafka-setup",children:"2 - Active-Passive Kafka Setup"}),"\n",(0,t.jsx)(s.p,{children:"In addition to Uber's Active-Active Kafka setup, the company also employs an Active-Passive Kafka setup for certain services where strong data consistency is critical. While the Active-Active approach prioritizes availability and redundancy, the Active-Passive strategy is designed for use cases that cannot tolerate any data loss and require more stringent consistency guarantees, such as payment processing or auditing."}),"\n",(0,t.jsx)(s.p,{children:"In an Active-Passive Kafka setup, only one consumer (in a specific region, called the primary region) is allowed to process messages from Kafka at any given time."}),"\n",(0,t.jsx)(s.p,{children:"If the primary region fails, the system fails over to a backup (passive) region, which then resumes processing from the same point where the primary left off. This ensures that no data is lost during the failover, preserving message order and maintaining data integrity."}),"\n",(0,t.jsx)(s.p,{children:"See the diagram below that shows the Active-Passive setup."}),"\n",(0,t.jsx)(s.p,{children:(0,t.jsx)(s.img,{src:"https://substackcdn.com/image/fetch/w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8bd81bc0-b086-4fa9-bde0-b16c1fe32634_1600x961.png",alt:""})}),"\n",(0,t.jsx)(s.p,{children:"The key challenge in Active-Passive setups is offset synchronization\u2014ensuring that the consumer in the backup region starts processing from the same point as the primary region."}),"\n",(0,t.jsx)(s.p,{children:"To achieve this, Uber developed a sophisticated offset management service. This service synchronizes offsets between the active and passive regions, using the uReplicator to replicate Kafka messages across clusters and periodically checkpoint the offset mappings between the regions."}),"\n",(0,t.jsx)(s.h3,{id:"3---backfill-support-with-kappa-architecture",children:"3 - Backfill Support with Kappa+ Architecture"}),"\n",(0,t.jsx)(s.p,{children:"While real-time data processing is critical, there are times when Uber needs to reprocess historical data\u2014whether for testing new data pipelines, training machine learning models, or fixing issues after a bug has been discovered. This is where Uber\u2019s backfill support comes in, allowing them to reprocess data streams without causing significant delays or overhead."}),"\n",(0,t.jsx)(s.p,{children:"Uber uses a solution called Kappa+ architecture, which builds on the idea of processing real-time and historical data streams using the same logic."}),"\n",(0,t.jsx)(s.p,{children:"Kappa+ allows Uber to reprocess archived data (stored in systems like Hive or HDFS) while using the same stream-processing framework they use for real-time data\u2014Apache Flink. This eliminates the need for separate systems to handle real-time and batch data, simplifying operations and making the system more efficient."}),"\n",(0,t.jsx)(s.p,{children:"The backfill process also includes optimizations to handle the high throughput of historical data."}),"\n",(0,t.jsx)(s.p,{children:"For example, Uber uses larger memory buffers and fine-tunes Flink jobs to handle out-of-order data or throttling. This ensures that even when processing large volumes of past data, the system performs smoothly without overwhelming resources."}),"\n",(0,t.jsx)(s.h2,{id:"key-lessons",children:"Key Lessons"}),"\n",(0,t.jsx)(s.p,{children:"Uber's journey in building its real-time data infrastructure is packed with valuable lessons."}),"\n",(0,t.jsx)(s.p,{children:"Here are the key ones to keep in mind:"}),"\n",(0,t.jsx)(s.h3,{id:"1---open-source-adoption",children:"1 - Open-Source Adoption"}),"\n",(0,t.jsx)(s.p,{children:"Uber\u2019s decision to adopt open-source technologies was essential for building its infrastructure quickly and scaling effectively. Tools like Kafka, Flink, and Pinot provided solid foundations."}),"\n",(0,t.jsx)(s.p,{children:"However, scaling them to meet Uber\u2019s massive data needs required significant customizations."}),"\n",(0,t.jsx)(s.p,{children:"For example, Uber added features like Kafka cluster federation, FlinkSQL, and Pinot upserts to handle their unique requirements for high availability, low-latency queries, and real-time data streaming."}),"\n",(0,t.jsx)(s.p,{children:"While open-source adoption allowed Uber to innovate fast, they also had to invest heavily in adapting these technologies to fit their system\u2019s scale and complexity."}),"\n",(0,t.jsx)(s.h3,{id:"2---rapid-system-development",children:"2 - Rapid System Development"}),"\n",(0,t.jsx)(s.p,{children:"To keep pace with their evolving business needs, Uber focused on enabling rapid system development."}),"\n",(0,t.jsx)(s.p,{children:"One way they achieved this was through client standardization. By ensuring a consistent interface for interacting with systems, Uber reduced the risk of breaking connections when making updates. Additionally, the use of thin client models (simplified client software that offloads much of the processing to centralized servers) allowed Uber to streamline updates and reduce maintenance overhead."}),"\n",(0,t.jsx)(s.p,{children:"A strong CI/CD (Continuous Integration/Continuous Deployment) framework was also critical. This framework allowed Uber to test, integrate, and deploy updates automatically, reducing the risk of bugs and ensuring that new features could be quickly rolled out without affecting the system\u2019s stability."}),"\n",(0,t.jsx)(s.h3,{id:"3---operational-automation",children:"3 - Operational Automation"}),"\n",(0,t.jsx)(s.p,{children:"Managing Uber\u2019s massive data infrastructure manually would be impossible, so operational automation became a key priority."}),"\n",(0,t.jsx)(s.p,{children:"Uber emphasized automation for tasks like scaling infrastructure, managing clusters, and deploying new services. This minimized the need for manual intervention, helping the system scale efficiently even as the company grew."}),"\n",(0,t.jsx)(s.p,{children:"In addition to automation, Uber implemented robust monitoring and alerting systems. These systems allow the engineering teams to keep track of the health of the infrastructure in real-time, alerting them to any issues so they can be addressed quickly before they impact critical services like surge pricing or Uber Eats operations."}),"\n",(0,t.jsx)(s.h3,{id:"4---user-onboarding-and-debugging",children:"4 - User Onboarding and Debugging"}),"\n",(0,t.jsx)(s.p,{children:"With so many engineers, data scientists, and operational teams interacting with Uber\u2019s data infrastructure, automated onboarding was crucial."}),"\n",(0,t.jsx)(s.p,{children:"Uber developed processes that allowed new users to quickly access data, create Kafka topics, and launch Flink jobs without needing deep technical knowledge."}),"\n",(0,t.jsx)(s.p,{children:"Additionally, automated data discovery and auditing tools helped users find the data they needed and ensured that the data flowing through the system was accurate and reliable. By automating these processes, Uber reduced the workload for their core engineering teams and enabled more users to interact with the data systems independently."}),"\n",(0,t.jsx)(s.h2,{id:"conclusion",children:"Conclusion"}),"\n",(0,t.jsx)(s.p,{children:"Uber's real-time data infrastructure is a vital part of its business operations, supporting everything from surge pricing and UberEats dashboards to real-time machine learning predictions."}),"\n",(0,t.jsx)(s.p,{children:"By leveraging a combination of open-source technologies like Apache Kafka, Flink, Pinot, and Presto, Uber has built a highly scalable and reliable system that processes trillions of messages and petabytes of data every day."}),"\n",(0,t.jsx)(s.p,{children:"Key innovations, such as the Active-Active Kafka setup for high availability and the Kappa+ architecture for seamless backfill support, allow Uber to maintain real-time and historical data processing with minimal disruption. The infrastructure\u2019s success also stems from Uber\u2019s emphasis on customization, rapid development with thin client models, and extensive operational automation."}),"\n",(0,t.jsx)(s.p,{children:"As Uber continues to scale, these technologies and strategies provide the foundation for further innovation, enabling it to respond to new challenges while maintaining the high-performance standards required to serve millions of users globally. Uber's journey highlights the importance of combining open-source solutions with tailored engineering efforts to meet the needs of a fast-growing, data-driven organization."}),"\n",(0,t.jsx)(s.h2,{id:"references",children:"References"}),"\n",(0,t.jsxs)(s.ul,{children:["\n",(0,t.jsx)(s.li,{children:(0,t.jsx)(s.a,{href:"https://blog.bytebytego.com/p/how-uber-manages-petabytes-of-real",children:"How Uber Manages Petabytes of Real-Time Data"})}),"\n",(0,t.jsx)(s.li,{children:(0,t.jsx)(s.a,{href:"https://arxiv.org/pdf/2104.00087",children:"Real-time Data Infrastructure at Uber"})}),"\n",(0,t.jsx)(s.li,{children:(0,t.jsx)(s.a,{href:"https://kafka.apache.org/documentation/#gettingStarted",children:"Kafka Introduction"})}),"\n",(0,t.jsx)(s.li,{children:(0,t.jsx)(s.a,{href:"https://docs.pinot.apache.org/basics/concepts/architecture",children:"Pinot Architecture"})}),"\n",(0,t.jsx)(s.li,{children:(0,t.jsx)(s.a,{href:"https://prestodb.io/docs/current/overview/concepts.html",children:"What is Presto?"})}),"\n"]})]})}function h(e={}){const{wrapper:s}={...(0,a.a)(),...e.components};return s?(0,t.jsx)(s,{...e,children:(0,t.jsx)(d,{...e})}):d(e)}},90906:(e,s,i)=>{i.d(s,{Z:()=>t});const t=i.p+"assets/images/Screenshot 2024-10-18 at 6.51.37 PM-283cb35507ac95b3d4636e11cb7a5727.jpg"},511151:(e,s,i)=>{i.d(s,{Z:()=>o,a:()=>r});var t=i(667294);const a={},n=t.createContext(a);function r(e){const s=t.useContext(n);return t.useMemo((function(){return"function"==typeof e?e(s):{...s,...e}}),[s,e])}function o(e){let s;return s=e.disableParentContext?"function"==typeof e.components?e.components(a):e.components||a:r(e.components),t.createElement(n.Provider,{value:s},e.children)}}}]); 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Marcellus Investment Managers was incorporated in August 2018 and the firm's application to conduct Portfolio Management Services was approved by SEBI in October 2018 and provides portfolio management service. He is the former CEO of Ambit Capital."}),"\n",(0,t.jsx)(n.p,{children:"Saurabh was educated at the London School of Economics where he earned a BSc in Economics (with First Class Honours) and MSc in Economics (with distinction in Macro & Microeconomics)."}),"\n",(0,t.jsx)(n.p,{children:"In London, Saurabh was the co-founder of Clear Capital and in 2007 he was rated by the Extel Survey as one of the top small-cap analysts in the UK. In India, Saurabh was rated as the leading equity strategist in 2015, 2016, and 2017 by the Asiamoney polls. Saurabh is a CFA charter holder and a SEBI registered investment advisor. In 2017, upon SEBI's invitation, he joined SEBI's Asset Management Advisory Committee. In 2019, Saurabh was part of the Expert Committee constituted by SEBI to update and upgrade the PMS regulations."}),"\n",(0,t.jsx)(n.p,{children:"Saurabh has written four bestselling books -- Gurus of Chaos (2014), The Unusual Billionaires (2016), \"Coffee Can Investing: The Low-Risk Route to Stupendous Wealth\" (2018) and 'The Victory Project: Six Steps to Peak Potential' -- and he is a Fellow of the Royal Society of Arts."}),"\n",(0,t.jsx)(n.h3,{id:"product",children:"Product"}),"\n",(0,t.jsx)(n.p,{children:"I started my professional journey with the prestigious CITI group wherein I was working on the Digital Solutions vertical of the Foreign Exchange Markets division. Strategizing for the adoption of the final products, my curiosity to know the back-story of the products piqued. From building products from scratch to deploying catalysts of growth - I wanted to know the what and why of everything!"}),"\n",(0,t.jsxs)(n.p,{children:["\ud83d\udd11 This inquisitive search led me to start my journey as an Associate Product Manager at a lending-fintech firm (",(0,t.jsx)(n.a,{href:"https://www.linkedin.com/company/stashfin/",children:"Stashfin"}),") which was in its nascent stage and gave me an opportunity to become a part of their growth story. I learned how to solve problems at a macro and a micro-level. From operations, sales, and marketing to product journey and road mapping - I did everything. I loved how collaborative the job role was and how I had to wear so many hats to deliver a product feature. This was my first role where I was in a room which was age agnostic and it was just your idea that held any value."]}),"\n",(0,t.jsxs)(n.p,{children:["\ud83d\ude80 I really wanted to work on deep user-oriented problems which had a direct impact on Business and Growth. I switched to a more comprehensive fintech firm (",(0,t.jsx)(n.a,{href:"https://www.linkedin.com/company/mobikwik/",children:"MobiKwik"}),") which is a digital wallet company that also offers credit to users. User delight and pain points became my holy bible to drive business and growth. Unstructured days, unstructured problems, and chaos became the new normal. I got the opportunity to manage products with immense scale and it was surreal to see the impact of my actions. This is where I learned that PMing is not only about getting the answers to what I should build next? but also what should I not build?"]}),"\n",(0,t.jsx)(n.p,{children:"Just like the problem statements being thrown at PMs, the skillset that you will develop cannot be easily defined. I feel that being a PM forces you to pull different threads in your talent pool - the analytical mindset to read data, the creative flair for the best user journey, the smoothest sales pitch to get stakeholder buy-in, and the patience to execute end-to-end. As a PM, I need to be the CEO of my product!"}),"\n",(0,t.jsx)(n.h2,{id:"software",children:"Software"}),"\n",(0,t.jsx)(n.h3,{id:"linkedincominrajeshkthiagarajan",children:(0,t.jsx)(n.a,{href:"https://www.linkedin.com/in/rajeshkthiagarajan/",children:"linkedin.com/in/rajeshkthiagarajan/"})}),"\n",(0,t.jsx)(n.p,{children:"I am a global product, technology & business leader excited to help teams be purpose-driven and build game-changing products & services."}),"\n",(0,t.jsx)(n.p,{children:'Currently, I work as a principal consultant at "Equal Experts" (EE). At EE, I am responsible for helping the clients of EE in their digital transformation journey. I mainly focus on business-strategy-oriented digital solutions and related product development.'}),"\n",(0,t.jsx)(n.p,{children:"Over the last 19+ years, I have handled various roles across product management, client relationship management, and service delivery for flagship brands, including - McKool Smith, Trilogy, Bank of America, Goldman Sachs, British Petroleum, AthenaHealth, Network International and IBS."}),"\n",(0,t.jsx)(n.p,{children:"During this time, I leveraged my customer-first thinking from my product background and the ability to scope, and consult with clients to execute transformational projects."}),"\n",(0,t.jsx)(n.p,{children:"My expertise is in building, running & growing high-impact teams that leverage technology."}),"\n",(0,t.jsx)(n.p,{children:"I specialize in\n\u2022 Building a culture that celebrates collaboration, innovation, learning, diversity & radical candour.\n\u2022 Creating a vision for products that are inspiring and a strategy that is clear, relatable and executable.\n\u2022 Drawing on a toolkit of agile, lean, and user-centred practices to set strategic bets, minimize risk & deliver outcomes."}),"\n",(0,t.jsx)(n.p,{children:"In short:"}),"\n",(0,t.jsxs)(n.ol,{children:["\n",(0,t.jsx)(n.li,{children:"19+ years of progressive leadership experience across global brands & tech businesses in India, Emerging Markets, Uk and the US."}),"\n",(0,t.jsx)(n.li,{children:"Hands-on, multi-functional (Product, Strategy, Technology, Design, Analytics, Operations) leader successfully building teams, businesses, and customer-centric products."}),"\n",(0,t.jsx)(n.li,{children:"In-depth experience in developing and product managing B2B products from scratch and scaling to thousands of active users."}),"\n",(0,t.jsx)(n.li,{children:"Proven ability to work with the process dynamics of both established large firms and fast-growing start-ups."}),"\n",(0,t.jsx)(n.li,{children:"Adept in leading teams through rapid growth & change."}),"\n"]}),"\n",(0,t.jsx)(n.h3,{id:"linkedincominsreegade",children:(0,t.jsx)(n.a,{href:"https://www.linkedin.com/in/sreegade/",children:"linkedin.com/in/sreegade/"})}),"\n",(0,t.jsx)(n.p,{children:"Global Technology Leader & Evangelist with 20+ years of experience in building & leading internet-scale technology organizations. Customer obsession being at the core, focused on impact & delivery of key business outcomes by leveraging cloud, mobile strategies deployed securely. Believes in enabling businesses with critical capabilities to win in the marketplace though innovation & rapid execution."}),"\n",(0,t.jsx)(n.p,{children:"Executive Summary:"}),"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsx)(n.li,{children:"360 degree leader with experience of building & leading world-class Engineering, SRE/DevOps & Security functions at scale to enable global businesses."}),"\n",(0,t.jsx)(n.li,{children:"Deep domain expertise with industry-defining B2B SaaS organizations in CRM, Contract, Event Management among others, spanning commercial & Federal Multi-Cloud design"}),"\n",(0,t.jsx)(n.li,{children:"Drove key function in one of the largest commerce engineering systems on the planet that processes $70B+ revenue with extreme availability, performance & security requirements."}),"\n",(0,t.jsx)(n.li,{children:"Worked as Technology Country Head for 4000+ employee organization spread across 6 countries, drove adoption of ERP, CRM & Analytics systems for better productivity & results. Drove strategy, talent/hiring/engagement and thought leadership"}),"\n",(0,t.jsx)(n.li,{children:"Enable global employee, partner access securely with Identity management, Reduce IT friction through SSO, MFA. Protect company & customer data while allowing mobility, with zero trust strategy & default deny stance."}),"\n",(0,t.jsx)(n.li,{children:"Managed $Ms of Capex/Opex budgeting with in a multi-cloud architecture, building & scaling cloud native applications with global auto-scale for performance, reliability & security."}),"\n",(0,t.jsx)(n.li,{children:"Has proven record of forging successful partnerships with OEMs, Vendors for staff, capability augmentation to form world-class Engineering, SRE Organizations."}),"\n",(0,t.jsx)(n.li,{children:"Built & managed internet scale environments with 2M+ servers, 10s of thousands of network & security devices, edge caching nodes to deliver consistent and reliable customer experience from anywhere in the world."}),"\n",(0,t.jsx)(n.li,{children:"Azure & AWS implementation at web scale for SaaS, PaaS, CDN & EDGE caching technologies with strong roots into Engineering, System, storage, network engineering & security functions."}),"\n",(0,t.jsx)(n.li,{children:"Evangelized SRE, DevOps with full stack DRI model to build super scalable self-healing apps"}),"\n",(0,t.jsx)(n.li,{children:"Presented at number of conferences & seminars on emerging technology trends & leadership. Blogs & websites on career guidance & leadership. Actively contribute to fields of IoT, Machine Learning & Cloud technologies."}),"\n"]}),"\n",(0,t.jsxs)(n.p,{children:["Sree Gade is a published author of one of the best selling books on career coaching: ",(0,t.jsx)(n.a,{href:"https://www.sreegade.com/books/",children:"https://www.sreegade.com/books/"})]}),"\n",(0,t.jsx)(n.h2,{id:"others",children:"Others"}),"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsxs)(n.li,{children:["Yiwen Gong - ",(0,t.jsx)(n.a,{href:"mailto:gyw@google.com",children:"gyw@google.com"})]}),"\n"]})]})}function h(e={}){const{wrapper:n}={...(0,a.a)(),...e.components};return n?(0,t.jsx)(n,{...e,children:(0,t.jsx)(c,{...e})}):c(e)}},262624:(e,n,i)=>{i.d(n,{Z:()=>t});const t=i.p+"assets/images/Personality-Profiles-image1-cac3eb0ae1f3bd806cf886c616659bcd.png"},358344:(e,n,i)=>{i.d(n,{Z:()=>t});const t=i.p+"assets/images/Personality-Profiles-image2-cd4bf3edaacfdbee6391a40331260d63.jpeg"},761347:(e,n,i)=>{i.d(n,{Z:()=>t});const t=i.p+"assets/images/Personality-Profiles-image3-30328744b6ba48e0b1102f9749851c98.jpeg"},680625:(e,n,i)=>{i.d(n,{Z:()=>t});const t=i.p+"assets/images/Personality-Profiles-image4-db8663601f8ef81dff95024c49e608a9.png"},495335:(e,n,i)=>{i.d(n,{Z:()=>t});const t=i.p+"assets/images/Personality-Profiles-image5-4fc8692410855f18ede4481fed4ed038.jpg"},511151:(e,n,i)=>{i.d(n,{Z:()=>o,a:()=>r});var t=i(667294);const a={},s=t.createContext(a);function r(e){const n=t.useContext(s);return t.useMemo((function(){return"function"==typeof e?e(n):{...n,...e}}),[n,e])}function o(e){let n;return n=e.disableParentContext?"function"==typeof e.components?e.components(a):e.components||a:r(e.components),t.createElement(s.Provider,{value:n},e.children)}}}]); \ No newline at end of file diff --git a/assets/js/3f130ead.81a096d2.js b/assets/js/3f130ead.81a096d2.js new file mode 100644 index 00000000000..61b2f179a0e --- /dev/null +++ b/assets/js/3f130ead.81a096d2.js @@ -0,0 +1 @@ +"use strict";(self.webpackChunkdeep_notes=self.webpackChunkdeep_notes||[]).push([[28168],{219167:(e,n,i)=>{i.r(n),i.d(n,{assets:()=>l,contentTitle:()=>r,default:()=>h,frontMatter:()=>s,metadata:()=>o,toc:()=>d});var t=i(785893),a=i(511151);const s={},r="Good Profiles",o={id:"management/jobs/good-profiles",title:"Good Profiles",description:"- linkedin.com/in/dr-vinod-ebinezer-44b2981/details/experience/",source:"@site/docs/management/jobs/good-profiles.md",sourceDirName:"management/jobs",slug:"/management/jobs/good-profiles",permalink:"/management/jobs/good-profiles",draft:!1,unlisted:!1,editUrl:"https://github.com/deepaksood619/deepaksood619.github.io/tree/master/docs/management/jobs/good-profiles.md",tags:[],version:"current",lastUpdatedAt:1729323453,formattedLastUpdatedAt:"Oct 19, 2024",frontMatter:{},sidebar:"tutorialSidebar",previous:{title:"Finance / Equity / Stocks / ESOPS Questions",permalink:"/management/jobs/finance-equity-stocks-esops-questions"},next:{title:"Hiring Plan + HR / Recruiting",permalink:"/management/jobs/hiring-plan-hr-recruiting"}},l={},d=[{value:"About Saurabh Mukherjea",id:"about-saurabh-mukherjea",level:3},{value:"Product",id:"product",level:3},{value:"Software",id:"software",level:2},{value:"linkedin.com/in/rajeshkthiagarajan/",id:"linkedincominrajeshkthiagarajan",level:3},{value:"linkedin.com/in/sreegade/",id:"linkedincominsreegade",level:3},{value:"Others",id:"others",level:2}];function c(e){const n={a:"a",h1:"h1",h2:"h2",h3:"h3",img:"img",li:"li",ol:"ol",p:"p",strong:"strong",ul:"ul",...(0,a.a)(),...e.components};return(0,t.jsxs)(t.Fragment,{children:[(0,t.jsx)(n.h1,{id:"good-profiles",children:"Good Profiles"}),"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsx)(n.li,{children:(0,t.jsx)(n.a,{href:"https://www.linkedin.com/in/dr-vinod-ebinezer-44b2981/details/experience/",children:"linkedin.com/in/dr-vinod-ebinezer-44b2981/details/experience/"})}),"\n",(0,t.jsx)(n.li,{children:(0,t.jsx)(n.a,{href:"https://www.linkedin.com/in/hirenchandaria",children:"https://www.linkedin.com/in/hirenchandaria"})}),"\n",(0,t.jsx)(n.li,{children:(0,t.jsx)(n.a,{href:"https://www.linkedin.com/in/maheshvc",children:"https://www.linkedin.com/in/maheshvc"})}),"\n",(0,t.jsx)(n.li,{children:(0,t.jsx)(n.a,{href:"https://www.linkedin.com/in/raghuram-rajan",children:"https://www.linkedin.com/in/raghuram-rajan"})}),"\n",(0,t.jsx)(n.li,{children:(0,t.jsx)(n.a,{href:"http://www.pranavmistry.com/files/pranav_cv.pdf",children:"http://www.pranavmistry.com/files/pranav_cv.pdf"})}),"\n",(0,t.jsx)(n.li,{children:(0,t.jsx)(n.a,{href:"https://www.linkedin.com/in/jessicatai",children:"https://www.linkedin.com/in/jessicatai"})}),"\n",(0,t.jsx)(n.li,{children:(0,t.jsx)(n.a,{href:"https://www.linkedin.com/in/anilyadav/",children:"linkedin.com/in/anilyadav/"})}),"\n",(0,t.jsx)(n.li,{children:(0,t.jsx)(n.a,{href:"https://www.linkedin.com/in/gauravmalik77/details/experience/",children:"linkedin.com/in/gauravmalik77/details/experience/"})}),"\n",(0,t.jsxs)(n.li,{children:["Andreas Klinger - 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In 2019, Saurabh was part of the Expert Committee constituted by SEBI to update and upgrade the PMS regulations."}),"\n",(0,t.jsx)(n.p,{children:"Saurabh has written four bestselling books -- Gurus of Chaos (2014), The Unusual Billionaires (2016), \"Coffee Can Investing: The Low-Risk Route to Stupendous Wealth\" (2018) and 'The Victory Project: Six Steps to Peak Potential' -- and he is a Fellow of the Royal Society of Arts."}),"\n",(0,t.jsx)(n.h3,{id:"product",children:"Product"}),"\n",(0,t.jsx)(n.p,{children:"I started my professional journey with the prestigious CITI group wherein I was working on the Digital Solutions vertical of the Foreign Exchange Markets division. Strategizing for the adoption of the final products, my curiosity to know the back-story of the products piqued. From building products from scratch to deploying catalysts of growth - I wanted to know the what and why of everything!"}),"\n",(0,t.jsxs)(n.p,{children:["\ud83d\udd11 This inquisitive search led me to start my journey as an Associate Product Manager at a lending-fintech firm (",(0,t.jsx)(n.a,{href:"https://www.linkedin.com/company/stashfin/",children:"Stashfin"}),") which was in its nascent stage and gave me an opportunity to become a part of their growth story. I learned how to solve problems at a macro and a micro-level. From operations, sales, and marketing to product journey and road mapping - I did everything. I loved how collaborative the job role was and how I had to wear so many hats to deliver a product feature. 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As a PM, I need to be the CEO of my product!"}),"\n",(0,t.jsx)(n.h2,{id:"software",children:"Software"}),"\n",(0,t.jsx)(n.h3,{id:"linkedincominrajeshkthiagarajan",children:(0,t.jsx)(n.a,{href:"https://www.linkedin.com/in/rajeshkthiagarajan/",children:"linkedin.com/in/rajeshkthiagarajan/"})}),"\n",(0,t.jsx)(n.p,{children:"I am a global product, technology & business leader excited to help teams be purpose-driven and build game-changing products & services."}),"\n",(0,t.jsx)(n.p,{children:'Currently, I work as a principal consultant at "Equal Experts" (EE). At EE, I am responsible for helping the clients of EE in their digital transformation journey. I mainly focus on business-strategy-oriented digital solutions and related product development.'}),"\n",(0,t.jsx)(n.p,{children:"Over the last 19+ years, I have handled various roles across product management, client relationship management, and service delivery for flagship brands, including - McKool Smith, Trilogy, Bank of America, Goldman Sachs, British Petroleum, AthenaHealth, Network International and IBS."}),"\n",(0,t.jsx)(n.p,{children:"During this time, I leveraged my customer-first thinking from my product background and the ability to scope, and consult with clients to execute transformational projects."}),"\n",(0,t.jsx)(n.p,{children:"My expertise is in building, running & growing high-impact teams that leverage technology."}),"\n",(0,t.jsx)(n.p,{children:"I specialize in\n\u2022 Building a culture that celebrates collaboration, innovation, learning, diversity & radical candour.\n\u2022 Creating a vision for products that are inspiring and a strategy that is clear, relatable and executable.\n\u2022 Drawing on a toolkit of agile, lean, and user-centred practices to set strategic bets, minimize risk & deliver outcomes."}),"\n",(0,t.jsx)(n.p,{children:"In short:"}),"\n",(0,t.jsxs)(n.ol,{children:["\n",(0,t.jsx)(n.li,{children:"19+ years of progressive leadership experience across global brands & tech businesses in India, Emerging Markets, Uk and the US."}),"\n",(0,t.jsx)(n.li,{children:"Hands-on, multi-functional (Product, Strategy, Technology, Design, Analytics, Operations) leader successfully building teams, businesses, and customer-centric products."}),"\n",(0,t.jsx)(n.li,{children:"In-depth experience in developing and product managing B2B products from scratch and scaling to thousands of active users."}),"\n",(0,t.jsx)(n.li,{children:"Proven ability to work with the process dynamics of both established large firms and fast-growing start-ups."}),"\n",(0,t.jsx)(n.li,{children:"Adept in leading teams through rapid growth & change."}),"\n"]}),"\n",(0,t.jsx)(n.h3,{id:"linkedincominsreegade",children:(0,t.jsx)(n.a,{href:"https://www.linkedin.com/in/sreegade/",children:"linkedin.com/in/sreegade/"})}),"\n",(0,t.jsx)(n.p,{children:"Global Technology Leader & Evangelist with 20+ years of experience in building & leading internet-scale technology organizations. Customer obsession being at the core, focused on impact & delivery of key business outcomes by leveraging cloud, mobile strategies deployed securely. Believes in enabling businesses with critical capabilities to win in the marketplace though innovation & rapid execution."}),"\n",(0,t.jsx)(n.p,{children:"Executive Summary:"}),"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsx)(n.li,{children:"360 degree leader with experience of building & leading world-class Engineering, SRE/DevOps & Security functions at scale to enable global businesses."}),"\n",(0,t.jsx)(n.li,{children:"Deep domain expertise with industry-defining B2B SaaS organizations in CRM, Contract, Event Management among others, spanning commercial & Federal Multi-Cloud design"}),"\n",(0,t.jsx)(n.li,{children:"Drove key function in one of the largest commerce engineering systems on the planet that processes $70B+ revenue with extreme availability, performance & security requirements."}),"\n",(0,t.jsx)(n.li,{children:"Worked as Technology Country Head for 4000+ employee organization spread across 6 countries, drove adoption of ERP, CRM & Analytics systems for better productivity & results. Drove strategy, talent/hiring/engagement and thought leadership"}),"\n",(0,t.jsx)(n.li,{children:"Enable global employee, partner access securely with Identity management, Reduce IT friction through SSO, MFA. Protect company & customer data while allowing mobility, with zero trust strategy & default deny stance."}),"\n",(0,t.jsx)(n.li,{children:"Managed $Ms of Capex/Opex budgeting with in a multi-cloud architecture, building & scaling cloud native applications with global auto-scale for performance, reliability & security."}),"\n",(0,t.jsx)(n.li,{children:"Has proven record of forging successful partnerships with OEMs, Vendors for staff, capability augmentation to form world-class Engineering, SRE Organizations."}),"\n",(0,t.jsx)(n.li,{children:"Built & managed internet scale environments with 2M+ servers, 10s of thousands of network & security devices, edge caching nodes to deliver consistent and reliable customer experience from anywhere in the world."}),"\n",(0,t.jsx)(n.li,{children:"Azure & AWS implementation at web scale for SaaS, PaaS, CDN & EDGE caching technologies with strong roots into Engineering, System, storage, network engineering & security functions."}),"\n",(0,t.jsx)(n.li,{children:"Evangelized SRE, DevOps with full stack DRI model to build super scalable self-healing apps"}),"\n",(0,t.jsx)(n.li,{children:"Presented at number of conferences & seminars on emerging technology trends & leadership. Blogs & websites on career guidance & leadership. Actively contribute to fields of IoT, Machine Learning & Cloud technologies."}),"\n"]}),"\n",(0,t.jsxs)(n.p,{children:["Sree Gade is a published author of one of the best selling books on career coaching: ",(0,t.jsx)(n.a,{href:"https://www.sreegade.com/books/",children:"https://www.sreegade.com/books/"})]}),"\n",(0,t.jsx)(n.h2,{id:"others",children:"Others"}),"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsxs)(n.li,{children:["Yiwen Gong - ",(0,t.jsx)(n.a,{href:"mailto:gyw@google.com",children:"gyw@google.com"})]}),"\n"]})]})}function h(e={}){const{wrapper:n}={...(0,a.a)(),...e.components};return n?(0,t.jsx)(n,{...e,children:(0,t.jsx)(c,{...e})}):c(e)}},262624:(e,n,i)=>{i.d(n,{Z:()=>t});const t=i.p+"assets/images/Personality-Profiles-image1-cac3eb0ae1f3bd806cf886c616659bcd.png"},358344:(e,n,i)=>{i.d(n,{Z:()=>t});const t=i.p+"assets/images/Personality-Profiles-image2-cd4bf3edaacfdbee6391a40331260d63.jpeg"},761347:(e,n,i)=>{i.d(n,{Z:()=>t});const t=i.p+"assets/images/Personality-Profiles-image3-30328744b6ba48e0b1102f9749851c98.jpeg"},680625:(e,n,i)=>{i.d(n,{Z:()=>t});const t=i.p+"assets/images/Personality-Profiles-image4-db8663601f8ef81dff95024c49e608a9.png"},495335:(e,n,i)=>{i.d(n,{Z:()=>t});const t=i.p+"assets/images/Personality-Profiles-image5-4fc8692410855f18ede4481fed4ed038.jpg"},511151:(e,n,i)=>{i.d(n,{Z:()=>o,a:()=>r});var t=i(667294);const a={},s=t.createContext(a);function r(e){const n=t.useContext(s);return t.useMemo((function(){return"function"==typeof e?e(n):{...n,...e}}),[n,e])}function o(e){let n;return n=e.disableParentContext?"function"==typeof e.components?e.components(a):e.components||a:r(e.components),t.createElement(s.Provider,{value:n},e.children)}}}]); 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For example, the label for a web page might be "about cats".'}),"\n",(0,n.jsx)(i.li,{children:"Feature: A property of an instance used in a prediction task. For example, a web page might have a feature \"contains the word 'cat'\"."}),"\n",(0,n.jsxs)(i.li,{children:['Feature Column: A set of related features, such as the set of all possible countries in which users might live. An example may have one or more features present in a feature column. "Feature column" is Google-specific terminology. A feature column is referred to as a "namespace" in the VW system (at Yahoo/Microsoft), or a ',(0,n.jsx)(i.a,{href:"https://www.csie.ntu.edu.tw/~cjlin/libffm/",children:"field"}),"."]}),"\n",(0,n.jsx)(i.li,{children:"Example: An instance (with its features) and a label."}),"\n",(0,n.jsx)(i.li,{children:"Model: A statistical representation of a prediction task. You train a model on examples then use the model to make predictions."}),"\n",(0,n.jsx)(i.li,{children:"Metric: A number that you care about. May or may not be directly optimized."}),"\n",(0,n.jsx)(i.li,{children:"Objective: A metric that your algorithm is trying to optimize."}),"\n",(0,n.jsx)(i.li,{children:"Pipeline: The infrastructure surrounding a machine learning algorithm. Includes gathering the data from the front end, putting it into training data files, training one or more models, and exporting the models to production."}),"\n",(0,n.jsx)(i.li,{children:"Click-through Rate: The percentage of visitors to a web page who click a link in an ad."}),"\n"]}),"\n",(0,n.jsx)(i.p,{children:"Training a model simply means learning (determining) good values for all the weights and the bias from labeled examples. 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\ No newline at end of file +"use strict";(self.webpackChunkdeep_notes=self.webpackChunkdeep_notes||[]).push([[84168],{722358:(e,i,n)=>{n.r(i),n.d(i,{assets:()=>l,contentTitle:()=>r,default:()=>d,frontMatter:()=>o,metadata:()=>s,toc:()=>c});var t=n(785893),a=n(511151);const o={},r="Intro",s={id:"ai/ml-fundamentals/intro",title:"Intro",description:'Machine learning is a subset of artificial intelligence in the field of computer science that often uses statistical techniques to give computers the ability to "learn" (i.e., progressively improve performance on a specific task) with data, without being explicitly programmed.',source:"@site/docs/ai/ml-fundamentals/intro.md",sourceDirName:"ai/ml-fundamentals",slug:"/ai/ml-fundamentals/intro",permalink:"/ai/ml-fundamentals/intro",draft:!1,unlisted:!1,editUrl:"https://github.com/deepaksood619/deepaksood619.github.io/tree/master/docs/ai/ml-fundamentals/intro.md",tags:[],version:"current",lastUpdatedAt:1729278358,formattedLastUpdatedAt:"Oct 18, 2024",frontMatter:{},sidebar:"tutorialSidebar",previous:{title:"Andrew NG",permalink:"/ai/ml-fundamentals/andrew-ng"},next:{title:"Loss Function",permalink:"/ai/ml-fundamentals/loss-function"}},l={},c=[{value:"What is Machine Learning?",id:"what-is-machine-learning",level:2},{value:"Key Components",id:"key-components",level:2},{value:"Model",id:"model",level:2},{value:"Objective Functions",id:"objective-functions",level:2},{value:"Optimization Algorithm",id:"optimization-algorithm",level:2},{value:"Terminology",id:"terminology",level:2},{value:"Real World Applications",id:"real-world-applications",level:2},{value:"Branches",id:"branches",level:2},{value:"Intuition",id:"intuition",level:2},{value:"Advanced",id:"advanced",level:2},{value:"Keys to Building ML Systems (Production)",id:"keys-to-building-ml-systems-production",level:2},{value:"Convolution",id:"convolution",level:2},{value:"References",id:"references",level:2}];function h(e){const i={a:"a",h1:"h1",h2:"h2",img:"img",li:"li",ol:"ol",p:"p",strong:"strong",ul:"ul",...(0,a.a)(),...e.components};return(0,t.jsxs)(t.Fragment,{children:[(0,t.jsx)(i.h1,{id:"intro",children:"Intro"}),"\n",(0,t.jsxs)(i.p,{children:["Machine learning is a subset of artificial intelligence in the field of ",(0,t.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Computer_science",children:"computer science"})," that often uses statistical techniques to give ",(0,t.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Computer",children:"computers"}),' the ability to "learn" (i.e., progressively improve performance on a specific task) with ',(0,t.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Data",children:"data"}),", without being explicitly programmed."]}),"\n",(0,t.jsxs)(i.p,{children:["Evolved from the study of ",(0,t.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Pattern_recognition",children:"pattern recognition"})," and ",(0,t.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Computational_learning_theory",children:"computational learning theory"})," in ",(0,t.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Artificial_intelligence",children:"artificial intelligence"}),", machine learning explores the study and construction of ",(0,t.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Algorithm",children:"algorithms"})," that can learn from and make predictions on ",(0,t.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Data",children:"data"}),"- such algorithms overcome following strictly static ",(0,t.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Computer_program",children:"program instructions"})," by making data-driven predictions or decisions, through building a ",(0,t.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Mathematical_model",children:"model"})," from sample inputs."]}),"\n",(0,t.jsxs)(i.p,{children:[(0,t.jsx)(i.a,{href:"https://d2l.ai/chapter_introduction/index.html",children:"1. 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You might imagine that we could propose to update our model, and some people might disagree on whether the proposed update constituted an improvement or a decline."]}),"\n",(0,t.jsxs)(i.p,{children:["In order to develop a formal mathematical system of learning machines, we need to have formal measures of how good (or bad) our models are. In machine learning, and optimization more generally, we call these ",(0,t.jsx)(i.strong,{children:"objective functions"}),". By convention, we usually define objective functions so that lower is better. This is merely a convention. You can take any function for which higher is better, and turn it into a new function that is qualitatively identical but for which lower is better by flipping the sign. Because lower is better, these functions are sometimes called ",(0,t.jsx)(i.strong,{children:"loss functions."})]}),"\n",(0,t.jsxs)(i.p,{children:["When trying to predict numerical values, the most common loss function is ",(0,t.jsx)(i.strong,{children:"squared error"}),", i.e., the square of the difference between the prediction and the ground-truth. For classification, the most common objective is to minimize error rate, i.e., the fraction of examples on which our predictions disagree with the ground truth. Some objectives (e.g., squared error) are easy to optimize. Others (e.g., error rate) are difficult to optimize directly, owing to non-differentiability or other complications. In these cases, it is common to optimize a ",(0,t.jsx)(i.strong,{children:"surrogate objective."})]}),"\n",(0,t.jsx)(i.h2,{id:"optimization-algorithm",children:"Optimization Algorithm"}),"\n",(0,t.jsxs)(i.p,{children:["Once we have got some data source and representation, a model, and a well-defined objective function, we need an algorithm capable of searching for the best possible parameters for minimizing the loss function. Popular optimization algorithms for deep learning are based on an approach called ",(0,t.jsx)(i.strong,{children:"gradient descent"}),". In short, at each step, this method checks to see, for each parameter, which way the training set loss would move if you perturbed that parameter just a small amount. It then updates the parameter in the direction that may reduce the loss."]}),"\n",(0,t.jsx)(i.p,{children:(0,t.jsx)(i.a,{href:"https://d2l.ai/chapter_introduction/index.html",children:"https://d2l.ai/chapter_introduction/index.html"})}),"\n",(0,t.jsx)(i.p,{children:(0,t.jsx)(i.a,{href:"https://developers.google.com/machine-learning/guides/rules-of-ml",children:"https://developers.google.com/machine-learning/guides/rules-of-ml"})}),"\n",(0,t.jsx)(i.h2,{id:"terminology",children:"Terminology"}),"\n",(0,t.jsxs)(i.ul,{children:["\n",(0,t.jsx)(i.li,{children:'Instance: The thing about which you want to make a prediction. For example, the instance might be a web page that you want to classify as either "about cats" or "not about cats".'}),"\n",(0,t.jsx)(i.li,{children:'Label: An answer for a prediction task \xad\xad either the answer produced by a machine learning system, or the right answer supplied in training data. For example, the label for a web page might be "about cats".'}),"\n",(0,t.jsx)(i.li,{children:"Feature: A property of an instance used in a prediction task. For example, a web page might have a feature \"contains the word 'cat'\"."}),"\n",(0,t.jsxs)(i.li,{children:['Feature Column: A set of related features, such as the set of all possible countries in which users might live. An example may have one or more features present in a feature column. "Feature column" is Google-specific terminology. A feature column is referred to as a "namespace" in the VW system (at Yahoo/Microsoft), or a ',(0,t.jsx)(i.a,{href:"https://www.csie.ntu.edu.tw/~cjlin/libffm/",children:"field"}),"."]}),"\n",(0,t.jsx)(i.li,{children:"Example: An instance (with its features) and a label."}),"\n",(0,t.jsx)(i.li,{children:"Model: A statistical representation of a prediction task. You train a model on examples then use the model to make predictions."}),"\n",(0,t.jsx)(i.li,{children:"Metric: A number that you care about. May or may not be directly optimized."}),"\n",(0,t.jsx)(i.li,{children:"Objective: A metric that your algorithm is trying to optimize."}),"\n",(0,t.jsx)(i.li,{children:"Pipeline: The infrastructure surrounding a machine learning algorithm. Includes gathering the data from the front end, putting it into training data files, training one or more models, and exporting the models to production."}),"\n",(0,t.jsx)(i.li,{children:"Click-through Rate: The percentage of visitors to a web page who click a link in an ad."}),"\n"]}),"\n",(0,t.jsx)(i.p,{children:"Training a model simply means learning (determining) good values for all the weights and the bias from labeled examples. In supervised learning, a machine learning algorithm builds a model by examining many examples and attempting to find a model that minimizes loss; this process is called **empirical risk minimization"}),"\n",(0,t.jsx)(i.p,{children:"Loss is the penalty for a bad prediction. That is, loss is a number indicating how bad the model's prediction was on a single example. If the model's prediction is perfect, the loss is zero; otherwise, the loss is greater. The goal of training a model is to find a set of weights and biases that have low loss, on average, across all examples"}),"\n",(0,t.jsx)(i.h2,{id:"real-world-applications",children:"Real World Applications"}),"\n",(0,t.jsxs)(i.ol,{children:["\n",(0,t.jsx)(i.li,{children:"Detection of network intruders or malicious insiders working towards a data breach"}),"\n",(0,t.jsx)(i.li,{children:"Learning to rank"}),"\n"]}),"\n",(0,t.jsx)(i.h2,{id:"branches",children:"Branches"}),"\n",(0,t.jsxs)(i.ol,{children:["\n",(0,t.jsx)(i.li,{children:"Statistics - Tells us what our goal is"}),"\n",(0,t.jsx)(i.li,{children:"Calculus - How to learn and optimize your model"}),"\n",(0,t.jsx)(i.li,{children:"Linear Algebra - Makes executing algorithms feasible on massive datasets"}),"\n",(0,t.jsx)(i.li,{children:"Probability Theory - likelihood of a prediction"}),"\n"]}),"\n",(0,t.jsx)(i.h2,{id:"intuition",children:"Intuition"}),"\n",(0,t.jsxs)(i.ul,{children:["\n",(0,t.jsx)(i.li,{children:"We cannot write algorithms for computer to do some stuff like tagging photos (recognizing faces), web search, email anti span."}),"\n",(0,t.jsx)(i.li,{children:"We do not know how to write programs for this kind of things."}),"\n",(0,t.jsx)(i.li,{children:"So the only way was that machine learn to do it by itself."}),"\n"]}),"\n",(0,t.jsx)(i.h2,{id:"advanced",children:"Advanced"}),"\n",(0,t.jsxs)(i.ul,{children:["\n",(0,t.jsx)(i.li,{children:"Explainable Artificial Intelligence"}),"\n",(0,t.jsx)(i.li,{children:"Humane Smart Cities"}),"\n"]}),"\n",(0,t.jsx)(i.h2,{id:"keys-to-building-ml-systems-production",children:"Keys to Building ML Systems (Production)"}),"\n",(0,t.jsxs)(i.ul,{children:["\n",(0,t.jsx)(i.li,{children:"Unify data science and software engineering teams"}),"\n",(0,t.jsx)(i.li,{children:"Apply software engineering methods to data science"}),"\n",(0,t.jsx)(i.li,{children:"Identify and measure success metrics up front"}),"\n",(0,t.jsx)(i.li,{children:"Solve a simple data science problem first"}),"\n",(0,t.jsx)(i.li,{children:"Automate end-to-end build-and-test pipeline on day 1"}),"\n",(0,t.jsx)(i.li,{children:"Ongoing refactoring supported by automated tests"}),"\n"]}),"\n",(0,t.jsx)(i.h2,{id:"convolution",children:"Convolution"}),"\n",(0,t.jsx)(i.p,{children:(0,t.jsx)(i.a,{href:"https://betterexplained.com/articles/intuitive-convolution",children:"https://betterexplained.com/articles/intuitive-convolution"})}),"\n",(0,t.jsx)(i.h2,{id:"references",children:"References"}),"\n",(0,t.jsxs)(i.ul,{children:["\n",(0,t.jsx)(i.li,{children:(0,t.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Machine_learning",children:"https://en.wikipedia.org/wiki/Machine_learning"})}),"\n",(0,t.jsx)(i.li,{children:(0,t.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Outline_of_machine_learning",children:"https://en.wikipedia.org/wiki/Outline_of_machine_learning"})}),"\n",(0,t.jsx)(i.li,{children:(0,t.jsx)(i.a,{href:"https://towardsdatascience.com/the-mathematics-of-machine-learning-894f046c568",children:"https://towardsdatascience.com/the-mathematics-of-machine-learning-894f046c568"})}),"\n",(0,t.jsx)(i.li,{children:(0,t.jsx)(i.a,{href:"https://github.com/benedekrozemberczki/awesome-graph-classification",children:"https://github.com/benedekrozemberczki/awesome-graph-classification"})}),"\n",(0,t.jsx)(i.li,{children:(0,t.jsx)(i.a,{href:"https://www.toptal.com/machine-learning/interview-questions",children:"https://www.toptal.com/machine-learning/interview-questions"})}),"\n",(0,t.jsx)(i.li,{children:(0,t.jsx)(i.a,{href:"https://www.youtube.com/watch?v=8onB7rPG4Pk",children:"Mathematics of Machine Learning"})}),"\n",(0,t.jsx)(i.li,{children:(0,t.jsx)(i.a,{href:"https://www.youtube.com/watch?v=LlKAna21fLE",children:"A friendly introduction to linear algebra for ML (ML Tech Talks) - YouTube"})}),"\n",(0,t.jsx)(i.li,{children:(0,t.jsx)(i.a,{href:"https://machinelearningmastery.com/a-roadmap-for-your-machine-learning-career/",children:"A Roadmap for Your Machine Learning Career - MachineLearningMastery.com"})}),"\n"]})]})}function d(e={}){const{wrapper:i}={...(0,a.a)(),...e.components};return i?(0,t.jsx)(i,{...e,children:(0,t.jsx)(h,{...e})}):h(e)}},537635:(e,i,n)=>{n.d(i,{Z:()=>t});const t=n.p+"assets/images/Intro-ml-image1-cd09c86a3349ccd1fa5de7c848a60a08.jpg"},511151:(e,i,n)=>{n.d(i,{Z:()=>s,a:()=>r});var t=n(667294);const a={},o=t.createContext(a);function r(e){const i=t.useContext(o);return t.useMemo((function(){return"function"==typeof e?e(i):{...i,...e}}),[i,e])}function s(e){let i;return i=e.disableParentContext?"function"==typeof e.components?e.components(a):e.components||a:r(e.components),t.createElement(o.Provider,{value:i},e.children)}}}]); \ No newline at end of file diff --git a/assets/js/41a52a84.cc75f628.js b/assets/js/41a52a84.cc75f628.js deleted file mode 100644 index 0758b4af758..00000000000 --- a/assets/js/41a52a84.cc75f628.js +++ /dev/null @@ -1 +0,0 @@ -"use strict";(self.webpackChunkdeep_notes=self.webpackChunkdeep_notes||[]).push([[66645],{742039:(e,s,i)=>{i.r(s),i.d(s,{assets:()=>o,contentTitle:()=>a,default:()=>h,frontMatter:()=>r,metadata:()=>l,toc:()=>c});var t=i(785893),n=i(511151);const r={},a="CAP Theorem",l={id:"computer-science/distributed-system/cap-theorem",title:"CAP Theorem",description:"Proposed by Eric Brewer (Berkeley)",source:"@site/docs/computer-science/distributed-system/cap-theorem.md",sourceDirName:"computer-science/distributed-system",slug:"/computer-science/distributed-system/cap-theorem",permalink:"/computer-science/distributed-system/cap-theorem",draft:!1,unlisted:!1,editUrl:"https://github.com/deepaksood619/deepaksood619.github.io/tree/master/docs/computer-science/distributed-system/cap-theorem.md",tags:[],version:"current",lastUpdatedAt:1707138374,formattedLastUpdatedAt:"Feb 5, 2024",frontMatter:{},sidebar:"tutorialSidebar",previous:{title:"Byzantine Generals' Problem",permalink:"/computer-science/distributed-system/byzantine-generals-problem"},next:{title:"Clocks",permalink:"/computer-science/distributed-system/clocks"}},o={},c=[{value:"Proposed by Eric Brewer (Berkeley)",id:"proposed-by-eric-brewer-berkeley",level:2},{value:"C - Consistency",id:"c---consistency",level:2},{value:"A - Availability",id:"a---availability",level:2},{value:"P - Partition Tolerence",id:"p---partition-tolerence",level:2},{value:"Why is Availability Important?",id:"why-is-availability-important",level:2},{value:"Why is Consistency Important?",id:"why-is-consistency-important",level:2},{value:"Why is Partition-Tolerance Important?",id:"why-is-partition-tolerance-important",level:2},{value:"CAP Theorem Fallout",id:"cap-theorem-fallout",level:2},{value:"Cassandra",id:"cassandra",level:2},{value:"Traditional RDMSs",id:"traditional-rdmss",level:2},{value:"CAP Tradeoff",id:"cap-tradeoff",level:2},{value:"Eventual Consistency",id:"eventual-consistency",level:2},{value:"RDBMS vs Key-value stores",id:"rdbms-vs-key-value-stores",level:2},{value:"PACELC (pass-elk) Theorem",id:"pacelc-pass-elk-theorem",level:2},{value:"Database PACELC ratings",id:"database-pacelc-ratings",level:2}];function d(e){const s={a:"a",h1:"h1",h2:"h2",img:"img",li:"li",p:"p",strong:"strong",table:"table",tbody:"tbody",td:"td",th:"th",thead:"thead",tr:"tr",ul:"ul",...(0,n.a)(),...e.components};return(0,t.jsxs)(t.Fragment,{children:[(0,t.jsx)(s.h1,{id:"cap-theorem",children:"CAP Theorem"}),"\n",(0,t.jsx)(s.h2,{id:"proposed-by-eric-brewer-berkeley",children:"Proposed by Eric Brewer (Berkeley)"}),"\n",(0,t.jsx)(s.h2,{id:"c---consistency",children:"C - Consistency"}),"\n",(0,t.jsxs)(s.ul,{children:["\n",(0,t.jsx)(s.li,{children:"Every read receives the most recent write or an error"}),"\n",(0,t.jsx)(s.li,{children:"all nodes see same data at any time, or reads return latest written value by any client"}),"\n"]}),"\n",(0,t.jsx)(s.h2,{id:"a---availability",children:"A - Availability"}),"\n",(0,t.jsxs)(s.ul,{children:["\n",(0,t.jsx)(s.li,{children:"Every request receives a (non-error) response -- without guarantee that it contains the most recent write"}),"\n",(0,t.jsx)(s.li,{children:"the system allows operations all the time, and operations return quickly"}),"\n"]}),"\n",(0,t.jsx)(s.h2,{id:"p---partition-tolerence",children:"P - Partition Tolerence"}),"\n",(0,t.jsxs)(s.ul,{children:["\n",(0,t.jsx)(s.li,{children:"The system continues to operate despite an arbitrary number of messages being dropped (or delayed) by the network between nodes"}),"\n",(0,t.jsx)(s.li,{children:"the system continues to work inspite of network partitions\nCan only achieve two of these.\nIn the presence of a network partition, you must choose betwen consistency and availability"}),"\n"]}),"\n",(0,t.jsx)(s.h2,{id:"why-is-availability-important",children:"Why is Availability Important?"}),"\n",(0,t.jsxs)(s.ul,{children:["\n",(0,t.jsx)(s.li,{children:"Availability = Reads/writes complete reliable and quickly"}),"\n",(0,t.jsx)(s.li,{children:"Measurements have shown that a 500 ms increase in latency for operations at Amazon.com or at Google.com can cause a 20% drop in revenue."}),"\n",(0,t.jsx)(s.li,{children:"At Amazon, each added millisecond of latency implies a $6M yearly loss"}),"\n",(0,t.jsxs)(s.li,{children:[(0,t.jsx)(s.strong,{children:"User cognitive drift:"})," If more than a second elapses between clicking and material appearing, the user's mind is already somewhere else"]}),"\n",(0,t.jsx)(s.li,{children:"SLAs (Service Level Agreements) written by providers predominantly deal with latencies faced by clients."}),"\n"]}),"\n",(0,t.jsx)(s.h2,{id:"why-is-consistency-important",children:"Why is Consistency Important?"}),"\n",(0,t.jsxs)(s.ul,{children:["\n",(0,t.jsx)(s.li,{children:"Consistency = all nodes see same data at any time, or reads return latest written value by any client."}),"\n",(0,t.jsx)(s.li,{children:"When you access your bank or investment account via multiple clients, you want the updates done from one client to be visible to other clients."}),"\n",(0,t.jsx)(s.li,{children:"When thousands of customers are looking to book a flight, all updates from any client (e.g., book a flight) should be accessible by other clients."}),"\n"]}),"\n",(0,t.jsx)(s.h2,{id:"why-is-partition-tolerance-important",children:"Why is Partition-Tolerance Important?"}),"\n",(0,t.jsxs)(s.ul,{children:["\n",(0,t.jsx)(s.li,{children:"Partitions happen. They happen for countless reasons. Switches fail, NICs fail, link layers fail, servers fail, processes fail. Partitions happen even when systemsdon'tfail due to GC pauses or prolonged I/O latency for example. Let's acceptthis as fact andmove on. What this means is that a \"CA\" system is CAonly until it's not. Once that partition happens, all your assumptions and all your guarantees hit the fan in spectacular fashion. Where does this leave us?"}),"\n",(0,t.jsxs)(s.li,{children:["Partitions can happen across datacenters when the internet gets disconnected","\n",(0,t.jsxs)(s.ul,{children:["\n",(0,t.jsx)(s.li,{children:"Internet router outages"}),"\n",(0,t.jsx)(s.li,{children:"Under-sea cables cut"}),"\n",(0,t.jsx)(s.li,{children:"DNS not working"}),"\n"]}),"\n"]}),"\n",(0,t.jsx)(s.li,{children:"Partitions can also occur within a datacenter, e.g. a rack switch outage"}),"\n",(0,t.jsx)(s.li,{children:"Still desire system to continue functioning normally under this scenario"}),"\n",(0,t.jsx)(s.li,{children:"Partition tolerance ensures that system still functions in face of partition or network failure"}),"\n"]}),"\n",(0,t.jsx)(s.h2,{id:"cap-theorem-fallout",children:"CAP Theorem Fallout"}),"\n",(0,t.jsxs)(s.ul,{children:["\n",(0,t.jsx)(s.li,{children:"Since partition-tolerance is essential in today's cloud computing systems, CAP theorem implies that a system has to choose between consistency and availability"}),"\n"]}),"\n",(0,t.jsx)(s.h2,{id:"cassandra",children:"Cassandra"}),"\n",(0,t.jsxs)(s.ul,{children:["\n",(0,t.jsx)(s.li,{children:"Eventual (weak) consistency, Availability, Partition-tolerance"}),"\n"]}),"\n",(0,t.jsx)(s.h2,{id:"traditional-rdmss",children:"Traditional RDMSs"}),"\n",(0,t.jsxs)(s.ul,{children:["\n",(0,t.jsx)(s.li,{children:"Strong consistency over availability under a partition"}),"\n"]}),"\n",(0,t.jsx)(s.h2,{id:"cap-tradeoff",children:"CAP Tradeoff"}),"\n",(0,t.jsxs)(s.ul,{children:["\n",(0,t.jsx)(s.li,{children:"Starting point for NoSQL Revolution"}),"\n",(0,t.jsx)(s.li,{children:"A distributed storage system can achieve at most two of C, A, and P."}),"\n",(0,t.jsx)(s.li,{children:"When partition-tolerance is important, you have to choose between consistency and availability"}),"\n"]}),"\n",(0,t.jsx)(s.p,{children:(0,t.jsx)(s.img,{alt:"image",src:i(147499).Z+"",width:"762",height:"710"})}),"\n",(0,t.jsx)(s.h2,{id:"eventual-consistency",children:"Eventual Consistency"}),"\n",(0,t.jsxs)(s.ul,{children:["\n",(0,t.jsx)(s.li,{children:"If all writes stop (to a key), then all its values (replicas) will converge eventually."}),"\n",(0,t.jsxs)(s.li,{children:["If writes continue, then system always tries to keep converging.","\n",(0,t.jsxs)(s.ul,{children:["\n",(0,t.jsx)(s.li,{children:"Moving wave of updated values lagging behind the latest values sent by clients, but always trying to catch up."}),"\n"]}),"\n"]}),"\n",(0,t.jsx)(s.li,{children:"May still return stale values to clients (e.g., if many back-to-back writes)."}),"\n",(0,t.jsx)(s.li,{children:"But works well when there a few periods of low writes - system converges quickly"}),"\n"]}),"\n",(0,t.jsx)(s.h2,{id:"rdbms-vs-key-value-stores",children:"RDBMS vs Key-value stores"}),"\n",(0,t.jsxs)(s.ul,{children:["\n",(0,t.jsxs)(s.li,{children:["While RDBMS provide ACID","\n",(0,t.jsxs)(s.ul,{children:["\n",(0,t.jsx)(s.li,{children:"Atomicity"}),"\n",(0,t.jsx)(s.li,{children:"Consistency"}),"\n",(0,t.jsx)(s.li,{children:"Isolation"}),"\n",(0,t.jsx)(s.li,{children:"Durability"}),"\n"]}),"\n"]}),"\n",(0,t.jsxs)(s.li,{children:["Key-value stores like Cassandra provide BASE","\n",(0,t.jsxs)(s.ul,{children:["\n",(0,t.jsx)(s.li,{children:"Basically Available Soft-state Eventual Consistency"}),"\n",(0,t.jsx)(s.li,{children:"Prefers Availability over Consistency\nDespite your best efforts, your system will experience enough faults that it will have to make a choice between reducing yield (i.e., stop answering requests) and reducing harvest (i.e., giving answers based on incomplete data). This decision should be based on business requirements."}),"\n"]}),"\n"]}),"\n"]}),"\n",(0,t.jsx)(s.h2,{id:"pacelc-pass-elk-theorem",children:"PACELC (pass-elk) Theorem"}),"\n",(0,t.jsxs)(s.p,{children:["In ",(0,t.jsx)(s.a,{href:"https://en.wikipedia.org/wiki/Theoretical_computer_science",children:"theoretical computer science"}),", thePACELC theoremis an extension to the ",(0,t.jsx)(s.a,{href:"https://en.wikipedia.org/wiki/CAP_theorem",children:"CAP theorem"}),". It states that in case of network partitioning (P) in a ",(0,t.jsx)(s.a,{href:"https://en.wikipedia.org/wiki/Distributed_computing",children:"distributed computer system"}),", one has to choose between availability (A) and consistency (C) (as per the CAP theorem), but else (E), even when the system is running normally in the absence of partitions, one has to choose between latency (L) and consistency (C)."]}),"\n",(0,t.jsx)(s.h2,{id:"database-pacelc-ratings",children:"Database PACELC ratings"}),"\n",(0,t.jsxs)(s.ul,{children:["\n",(0,t.jsxs)(s.li,{children:["The default versions of ",(0,t.jsx)(s.a,{href:"https://en.wikipedia.org/wiki/Amazon_DynamoDB",children:"DynamoDB"}),", ",(0,t.jsx)(s.a,{href:"https://en.wikipedia.org/wiki/Apache_Cassandra",children:"Cassandra"}),", ",(0,t.jsx)(s.a,{href:"https://en.wikipedia.org/wiki/Riak",children:"Riak"})," and ",(0,t.jsx)(s.a,{href:"https://en.wikipedia.org/wiki/Cosmos_DB",children:"Cosmos DB"})," are ",(0,t.jsx)(s.strong,{children:"PA/EL systems"}),": if a partition occurs, they give up consistency for availability, and under normal operation they give up consistency for lower latency."]}),"\n",(0,t.jsxs)(s.li,{children:["Fully ACID systems such as ",(0,t.jsx)(s.a,{href:"https://en.wikipedia.org/wiki/VoltDB",children:"VoltDB"}),"/H-Store, Megastore and**",(0,t.jsx)(s.a,{href:"https://en.wikipedia.org/wiki/MySQL_Cluster",children:"MySQL Cluster"})," are PC/EC**: they refuse to give up consistency, and will pay the availability and latency costs to achieve it.",(0,t.jsx)(s.a,{href:"https://en.wikipedia.org/wiki/Bigtable",children:"BigTable"})," and related systems such as ",(0,t.jsx)(s.a,{href:"https://en.wikipedia.org/wiki/Apache_HBase",children:"HBase"})," are also PC/EC."]}),"\n",(0,t.jsxs)(s.li,{children:[(0,t.jsx)(s.a,{href:"https://docs.couchbase.com/server/6.0/learn/clusters-and-availability/clusters-and-availability.html",children:"Couchbase"})," provides a range of consistency and availability options during a partition, and equally a range of latency and consistency options with no partition. Unlike most other databases, Couchbase doesn't have a single API set nor does it scale/replicate all data services homogeneously. For writes, Couchbase favors Consistency over Availability making it formally CP, but on read there is more user-controlled variability depending on index replication, desired consistency level and type of access (single document lookup vs range scan vs full-text search, etc). On top of that, there is then further variability depending on cross-datacenter-replication (XDCR) which takes multiple CP clusters and connects them with asynchronous replication and Couchbase Lite which is an embedded database and creates a fully multi-master (with revision tracking) distributed topology."]}),"\n",(0,t.jsxs)(s.li,{children:[(0,t.jsx)(s.a,{href:"https://en.wikipedia.org/wiki/Cosmos_DB",children:"Cosmos DB"})," supports five tunable consistency levels that allow for tradeoffs between C/A during P, and L/C during E.",(0,t.jsx)(s.a,{href:"https://en.wikipedia.org/wiki/Cosmos_DB",children:"Cosmos DB"})," never violates the specified consistency level, so it's formally CP."]}),"\n",(0,t.jsxs)(s.li,{children:[(0,t.jsx)(s.a,{href:"https://en.wikipedia.org/wiki/MongoDB",children:"MongoDB"})," can be classified as a PA/EC system. In the baseline case, the system guarantees reads and writes to be consistent."]}),"\n",(0,t.jsx)(s.li,{children:"PNUTS is a PC/EL system."}),"\n",(0,t.jsx)(s.li,{children:"Hazelcast IMDG and indeed most in-memory data grids are an implementation of a PA/EC system; Hazelcast can be configured to be EL rather than EC.Concurrency primitives (Lock, AtomicReference, CountDownLatch, etc.) can be either PC/EC or PA/EC."}),"\n",(0,t.jsxs)(s.li,{children:[(0,t.jsx)(s.a,{href:"https://news.ycombinator.com/item?id=18257128",children:"FaunaDB"})," implements ",(0,t.jsx)(s.a,{href:"http://cs.yale.edu/homes/thomson/publications/calvin-sigmod12.pdf",children:"Calvin"}),", a transaction protocol created by Dr. Daniel Abadi and author of PACELC theorem, and offers users adjustable controls for LC tradeoff. It is PC/EC for strictly serializable transactions, and EL for serializable reads."]}),"\n"]}),"\n",(0,t.jsxs)(s.table,{children:[(0,t.jsx)(s.thead,{children:(0,t.jsxs)(s.tr,{children:[(0,t.jsx)(s.th,{children:(0,t.jsx)(s.strong,{children:"DDBS"})}),(0,t.jsx)(s.th,{children:(0,t.jsx)(s.strong,{children:"P+A"})}),(0,t.jsx)(s.th,{children:(0,t.jsx)(s.strong,{children:"P+C"})}),(0,t.jsx)(s.th,{children:(0,t.jsx)(s.strong,{children:"E+L"})}),(0,t.jsx)(s.th,{children:(0,t.jsx)(s.strong,{children:"E+C"})})]})}),(0,t.jsxs)(s.tbody,{children:[(0,t.jsxs)(s.tr,{children:[(0,t.jsx)(s.td,{children:"DynamoDB"}),(0,t.jsx)(s.td,{children:"Yes"}),(0,t.jsx)(s.td,{children:"Yes"}),(0,t.jsx)(s.td,{}),(0,t.jsx)(s.td,{})]}),(0,t.jsxs)(s.tr,{children:[(0,t.jsx)(s.td,{children:"Cassandra"}),(0,t.jsx)(s.td,{children:"Yes"}),(0,t.jsx)(s.td,{children:"Yes"}),(0,t.jsx)(s.td,{}),(0,t.jsx)(s.td,{})]}),(0,t.jsxs)(s.tr,{children:[(0,t.jsx)(s.td,{children:"Cosmos DB"}),(0,t.jsx)(s.td,{children:"Yes"}),(0,t.jsx)(s.td,{children:"Yes"}),(0,t.jsx)(s.td,{}),(0,t.jsx)(s.td,{})]}),(0,t.jsxs)(s.tr,{children:[(0,t.jsx)(s.td,{children:"Couchbase"}),(0,t.jsx)(s.td,{children:"Yes"}),(0,t.jsx)(s.td,{children:"Yes"}),(0,t.jsx)(s.td,{children:"Yes"}),(0,t.jsx)(s.td,{})]}),(0,t.jsxs)(s.tr,{children:[(0,t.jsx)(s.td,{children:"Riak"}),(0,t.jsx)(s.td,{children:"Yes"}),(0,t.jsx)(s.td,{children:"Yes"}),(0,t.jsx)(s.td,{}),(0,t.jsx)(s.td,{})]}),(0,t.jsxs)(s.tr,{children:[(0,t.jsx)(s.td,{children:"VoltDB/H-Store"}),(0,t.jsx)(s.td,{children:"Yes"}),(0,t.jsx)(s.td,{children:"Yes"}),(0,t.jsx)(s.td,{}),(0,t.jsx)(s.td,{})]}),(0,t.jsxs)(s.tr,{children:[(0,t.jsx)(s.td,{children:"Megastore"}),(0,t.jsx)(s.td,{children:"Yes"}),(0,t.jsx)(s.td,{children:"Yes"}),(0,t.jsx)(s.td,{}),(0,t.jsx)(s.td,{})]}),(0,t.jsxs)(s.tr,{children:[(0,t.jsx)(s.td,{children:"BigTable/HBase"}),(0,t.jsx)(s.td,{children:"Yes"}),(0,t.jsx)(s.td,{children:"Yes"}),(0,t.jsx)(s.td,{}),(0,t.jsx)(s.td,{})]}),(0,t.jsxs)(s.tr,{children:[(0,t.jsx)(s.td,{children:"MySQL Cluster"}),(0,t.jsx)(s.td,{children:"Yes"}),(0,t.jsx)(s.td,{children:"Yes"}),(0,t.jsx)(s.td,{}),(0,t.jsx)(s.td,{})]}),(0,t.jsxs)(s.tr,{children:[(0,t.jsx)(s.td,{children:"MongoDB"}),(0,t.jsx)(s.td,{children:"Yes"}),(0,t.jsx)(s.td,{children:"Yes"}),(0,t.jsx)(s.td,{}),(0,t.jsx)(s.td,{})]}),(0,t.jsxs)(s.tr,{children:[(0,t.jsx)(s.td,{children:"PNUTS"}),(0,t.jsx)(s.td,{children:"Yes"}),(0,t.jsx)(s.td,{children:"Yes"}),(0,t.jsx)(s.td,{}),(0,t.jsx)(s.td,{})]}),(0,t.jsxs)(s.tr,{children:[(0,t.jsx)(s.td,{children:"Hazelcast IMDG"}),(0,t.jsx)(s.td,{children:"Yes"}),(0,t.jsx)(s.td,{children:"Yes"}),(0,t.jsx)(s.td,{children:"Yes"}),(0,t.jsx)(s.td,{children:"Yes"})]}),(0,t.jsxs)(s.tr,{children:[(0,t.jsx)(s.td,{children:"FaunaDB"}),(0,t.jsx)(s.td,{children:"Yes"}),(0,t.jsx)(s.td,{children:"Yes"}),(0,t.jsx)(s.td,{children:"Yes"}),(0,t.jsx)(s.td,{})]})]})]}),"\n",(0,t.jsxs)(s.p,{children:[(0,t.jsx)(s.a,{href:"https://en.wikipedia.org/wiki/PACELC_theorem",children:"PACELC theorem - Wikipedia"}),"\n",(0,t.jsx)(s.a,{href:"https://www.infoq.com/articles/cap-twelve-years-later-how-the-rules-have-changed",children:'CAP Twelve Years Later: How the "Rules" Have Changed'})]})]})}function h(e={}){const{wrapper:s}={...(0,n.a)(),...e.components};return s?(0,t.jsx)(s,{...e,children:(0,t.jsx)(d,{...e})}):d(e)}},147499:(e,s,i)=>{i.d(s,{Z:()=>t});const t=i.p+"assets/images/CAP-Theorem-image1-75e971969a84c4a44925dd1766b76c3e.jpg"},511151:(e,s,i)=>{i.d(s,{Z:()=>l,a:()=>a});var t=i(667294);const n={},r=t.createContext(n);function a(e){const s=t.useContext(r);return t.useMemo((function(){return"function"==typeof e?e(s):{...s,...e}}),[s,e])}function l(e){let s;return s=e.disableParentContext?"function"==typeof e.components?e.components(n):e.components||n:a(e.components),t.createElement(r.Provider,{value:s},e.children)}}}]); \ No newline at end of file diff --git a/assets/js/41a52a84.f48545d9.js b/assets/js/41a52a84.f48545d9.js new file mode 100644 index 00000000000..225791ebb8d --- /dev/null +++ b/assets/js/41a52a84.f48545d9.js @@ -0,0 +1 @@ +"use strict";(self.webpackChunkdeep_notes=self.webpackChunkdeep_notes||[]).push([[66645],{742039:(e,s,i)=>{i.r(s),i.d(s,{assets:()=>o,contentTitle:()=>r,default:()=>h,frontMatter:()=>a,metadata:()=>l,toc:()=>c});var t=i(785893),n=i(511151);const a={},r="CAP Theorem",l={id:"computer-science/distributed-system/cap-theorem",title:"CAP Theorem",description:"Proposed by Eric Brewer (Berkeley)",source:"@site/docs/computer-science/distributed-system/cap-theorem.md",sourceDirName:"computer-science/distributed-system",slug:"/computer-science/distributed-system/cap-theorem",permalink:"/computer-science/distributed-system/cap-theorem",draft:!1,unlisted:!1,editUrl:"https://github.com/deepaksood619/deepaksood619.github.io/tree/master/docs/computer-science/distributed-system/cap-theorem.md",tags:[],version:"current",lastUpdatedAt:1729323453,formattedLastUpdatedAt:"Oct 19, 2024",frontMatter:{},sidebar:"tutorialSidebar",previous:{title:"Byzantine Generals' Problem",permalink:"/computer-science/distributed-system/byzantine-generals-problem"},next:{title:"Clocks",permalink:"/computer-science/distributed-system/clocks"}},o={},c=[{value:"C - Consistency",id:"c---consistency",level:2},{value:"A - Availability",id:"a---availability",level:2},{value:"P - Partition Tolerence",id:"p---partition-tolerence",level:2},{value:"Why is Availability Important?",id:"why-is-availability-important",level:2},{value:"Why is Consistency Important?",id:"why-is-consistency-important",level:2},{value:"Why is Partition-Tolerance Important?",id:"why-is-partition-tolerance-important",level:2},{value:"CAP Theorem Fallout",id:"cap-theorem-fallout",level:2},{value:"Cassandra",id:"cassandra",level:2},{value:"Traditional RDMSs",id:"traditional-rdmss",level:2},{value:"CAP Tradeoff",id:"cap-tradeoff",level:2},{value:"Eventual Consistency",id:"eventual-consistency",level:2},{value:"RDBMS vs Key-value stores",id:"rdbms-vs-key-value-stores",level:2},{value:"PACELC (pass-elk) Theorem",id:"pacelc-pass-elk-theorem",level:2},{value:"Database PACELC ratings",id:"database-pacelc-ratings",level:3},{value:"Links",id:"links",level:2}];function d(e){const s={a:"a",h1:"h1",h2:"h2",h3:"h3",img:"img",li:"li",p:"p",strong:"strong",table:"table",tbody:"tbody",td:"td",th:"th",thead:"thead",tr:"tr",ul:"ul",...(0,n.a)(),...e.components};return(0,t.jsxs)(t.Fragment,{children:[(0,t.jsx)(s.h1,{id:"cap-theorem",children:"CAP Theorem"}),"\n",(0,t.jsx)(s.p,{children:"Proposed by Eric Brewer (Berkeley)"}),"\n",(0,t.jsx)(s.h2,{id:"c---consistency",children:"C - Consistency"}),"\n",(0,t.jsxs)(s.ul,{children:["\n",(0,t.jsx)(s.li,{children:"Every read receives the most recent write or an error"}),"\n",(0,t.jsx)(s.li,{children:"all nodes see same data at any time, or reads return latest written value by any client"}),"\n"]}),"\n",(0,t.jsx)(s.h2,{id:"a---availability",children:"A - Availability"}),"\n",(0,t.jsxs)(s.ul,{children:["\n",(0,t.jsx)(s.li,{children:"Every request receives a (non-error) response -- without guarantee that it contains the most recent write"}),"\n",(0,t.jsx)(s.li,{children:"the system allows operations all the time, and operations return quickly"}),"\n"]}),"\n",(0,t.jsx)(s.h2,{id:"p---partition-tolerence",children:"P - Partition Tolerence"}),"\n",(0,t.jsxs)(s.ul,{children:["\n",(0,t.jsx)(s.li,{children:"The system continues to operate despite an arbitrary number of messages being dropped (or delayed) by the network between nodes"}),"\n",(0,t.jsx)(s.li,{children:"the system continues to work inspite of network partitions"}),"\n"]}),"\n",(0,t.jsx)(s.p,{children:"Can only achieve two of these."}),"\n",(0,t.jsx)(s.p,{children:"In the presence of a network partition, you must choose betwen consistency and availability"}),"\n",(0,t.jsx)(s.h2,{id:"why-is-availability-important",children:"Why is Availability Important?"}),"\n",(0,t.jsxs)(s.ul,{children:["\n",(0,t.jsx)(s.li,{children:"Availability = Reads/writes complete reliable and quickly"}),"\n",(0,t.jsx)(s.li,{children:"Measurements have shown that a 500 ms increase in latency for operations at Amazon.com or at Google.com can cause a 20% drop in revenue."}),"\n",(0,t.jsx)(s.li,{children:"At Amazon, each added millisecond of latency implies a $6M yearly loss"}),"\n",(0,t.jsxs)(s.li,{children:[(0,t.jsx)(s.strong,{children:"User cognitive drift:"})," If more than a second elapses between clicking and material appearing, the user's mind is already somewhere else"]}),"\n",(0,t.jsx)(s.li,{children:"SLAs (Service Level Agreements) written by providers predominantly deal with latencies faced by clients."}),"\n"]}),"\n",(0,t.jsx)(s.h2,{id:"why-is-consistency-important",children:"Why is Consistency Important?"}),"\n",(0,t.jsxs)(s.ul,{children:["\n",(0,t.jsx)(s.li,{children:"Consistency = all nodes see same data at any time, or reads return latest written value by any client."}),"\n",(0,t.jsx)(s.li,{children:"When you access your bank or investment account via multiple clients, you want the updates done from one client to be visible to other clients."}),"\n",(0,t.jsx)(s.li,{children:"When thousands of customers are looking to book a flight, all updates from any client (e.g., book a flight) should be accessible by other clients."}),"\n"]}),"\n",(0,t.jsx)(s.h2,{id:"why-is-partition-tolerance-important",children:"Why is Partition-Tolerance Important?"}),"\n",(0,t.jsxs)(s.ul,{children:["\n",(0,t.jsx)(s.li,{children:"Partitions happen. They happen for countless reasons. Switches fail, NICs fail, link layers fail, servers fail, processes fail. Partitions happen even when systemsdon'tfail due to GC pauses or prolonged I/O latency for example. Let's acceptthis as fact andmove on. What this means is that a \"CA\" system is CAonly until it's not. Once that partition happens, all your assumptions and all your guarantees hit the fan in spectacular fashion. Where does this leave us?"}),"\n",(0,t.jsxs)(s.li,{children:["Partitions can happen across datacenters when the internet gets disconnected","\n",(0,t.jsxs)(s.ul,{children:["\n",(0,t.jsx)(s.li,{children:"Internet router outages"}),"\n",(0,t.jsx)(s.li,{children:"Under-sea cables cut"}),"\n",(0,t.jsx)(s.li,{children:"DNS not working"}),"\n"]}),"\n"]}),"\n",(0,t.jsx)(s.li,{children:"Partitions can also occur within a datacenter, e.g. a rack switch outage"}),"\n",(0,t.jsx)(s.li,{children:"Still desire system to continue functioning normally under this scenario"}),"\n",(0,t.jsx)(s.li,{children:"Partition tolerance ensures that system still functions in face of partition or network failure"}),"\n"]}),"\n",(0,t.jsx)(s.h2,{id:"cap-theorem-fallout",children:"CAP Theorem Fallout"}),"\n",(0,t.jsxs)(s.ul,{children:["\n",(0,t.jsx)(s.li,{children:"Since partition-tolerance is essential in today's cloud computing systems, CAP theorem implies that a system has to choose between consistency and availability"}),"\n"]}),"\n",(0,t.jsx)(s.h2,{id:"cassandra",children:"Cassandra"}),"\n",(0,t.jsxs)(s.ul,{children:["\n",(0,t.jsx)(s.li,{children:"Eventual (weak) consistency, Availability, Partition-tolerance"}),"\n"]}),"\n",(0,t.jsx)(s.h2,{id:"traditional-rdmss",children:"Traditional RDMSs"}),"\n",(0,t.jsxs)(s.ul,{children:["\n",(0,t.jsx)(s.li,{children:"Strong consistency over availability under a partition"}),"\n"]}),"\n",(0,t.jsx)(s.h2,{id:"cap-tradeoff",children:"CAP Tradeoff"}),"\n",(0,t.jsxs)(s.ul,{children:["\n",(0,t.jsx)(s.li,{children:"Starting point for NoSQL Revolution"}),"\n",(0,t.jsx)(s.li,{children:"A distributed storage system can achieve at most two of C, A, and P."}),"\n",(0,t.jsx)(s.li,{children:"When partition-tolerance is important, you have to choose between consistency and availability"}),"\n"]}),"\n",(0,t.jsx)(s.p,{children:(0,t.jsx)(s.img,{alt:"image",src:i(147499).Z+"",width:"762",height:"710"})}),"\n",(0,t.jsx)(s.h2,{id:"eventual-consistency",children:"Eventual Consistency"}),"\n",(0,t.jsxs)(s.ul,{children:["\n",(0,t.jsx)(s.li,{children:"If all writes stop (to a key), then all its values (replicas) will converge eventually."}),"\n",(0,t.jsxs)(s.li,{children:["If writes continue, then system always tries to keep converging.","\n",(0,t.jsxs)(s.ul,{children:["\n",(0,t.jsx)(s.li,{children:"Moving wave of updated values lagging behind the latest values sent by clients, but always trying to catch up."}),"\n"]}),"\n"]}),"\n",(0,t.jsx)(s.li,{children:"May still return stale values to clients (e.g., if many back-to-back writes)."}),"\n",(0,t.jsx)(s.li,{children:"But works well when there a few periods of low writes - system converges quickly"}),"\n"]}),"\n",(0,t.jsx)(s.h2,{id:"rdbms-vs-key-value-stores",children:"RDBMS vs Key-value stores"}),"\n",(0,t.jsxs)(s.ul,{children:["\n",(0,t.jsxs)(s.li,{children:["While RDBMS provide ACID","\n",(0,t.jsxs)(s.ul,{children:["\n",(0,t.jsx)(s.li,{children:"Atomicity"}),"\n",(0,t.jsx)(s.li,{children:"Consistency"}),"\n",(0,t.jsx)(s.li,{children:"Isolation"}),"\n",(0,t.jsx)(s.li,{children:"Durability"}),"\n"]}),"\n"]}),"\n",(0,t.jsxs)(s.li,{children:["Key-value stores like Cassandra provide BASE","\n",(0,t.jsxs)(s.ul,{children:["\n",(0,t.jsx)(s.li,{children:"Basically Available Soft-state Eventual Consistency"}),"\n",(0,t.jsx)(s.li,{children:"Prefers Availability over Consistency\nDespite your best efforts, your system will experience enough faults that it will have to make a choice between reducing yield (i.e., stop answering requests) and reducing harvest (i.e., giving answers based on incomplete data). This decision should be based on business requirements."}),"\n"]}),"\n"]}),"\n"]}),"\n",(0,t.jsx)(s.h2,{id:"pacelc-pass-elk-theorem",children:"PACELC (pass-elk) Theorem"}),"\n",(0,t.jsxs)(s.p,{children:["In ",(0,t.jsx)(s.a,{href:"https://en.wikipedia.org/wiki/Theoretical_computer_science",children:"theoretical computer science"}),", thePACELC theoremis an extension to the ",(0,t.jsx)(s.a,{href:"https://en.wikipedia.org/wiki/CAP_theorem",children:"CAP theorem"}),". It states that in case of network partitioning (P) in a ",(0,t.jsx)(s.a,{href:"https://en.wikipedia.org/wiki/Distributed_computing",children:"distributed computer system"}),", one has to choose between availability (A) and consistency (C) (as per the CAP theorem), but else (E), even when the system is running normally in the absence of partitions, one has to choose between latency (L) and consistency (C)."]}),"\n",(0,t.jsx)(s.h3,{id:"database-pacelc-ratings",children:"Database PACELC ratings"}),"\n",(0,t.jsxs)(s.ul,{children:["\n",(0,t.jsxs)(s.li,{children:["The default versions of ",(0,t.jsx)(s.a,{href:"https://en.wikipedia.org/wiki/Amazon_DynamoDB",children:"DynamoDB"}),", ",(0,t.jsx)(s.a,{href:"https://en.wikipedia.org/wiki/Apache_Cassandra",children:"Cassandra"}),", ",(0,t.jsx)(s.a,{href:"https://en.wikipedia.org/wiki/Riak",children:"Riak"})," and ",(0,t.jsx)(s.a,{href:"https://en.wikipedia.org/wiki/Cosmos_DB",children:"Cosmos DB"})," are ",(0,t.jsx)(s.strong,{children:"PA/EL systems"}),": if a partition occurs, they give up consistency for availability, and under normal operation they give up consistency for lower latency."]}),"\n",(0,t.jsxs)(s.li,{children:["Fully ACID systems such as ",(0,t.jsx)(s.a,{href:"https://en.wikipedia.org/wiki/VoltDB",children:"VoltDB"}),"/H-Store, Megastore and**",(0,t.jsx)(s.a,{href:"https://en.wikipedia.org/wiki/MySQL_Cluster",children:"MySQL Cluster"})," are PC/EC**: they refuse to give up consistency, and will pay the availability and latency costs to achieve it.",(0,t.jsx)(s.a,{href:"https://en.wikipedia.org/wiki/Bigtable",children:"BigTable"})," and related systems such as ",(0,t.jsx)(s.a,{href:"https://en.wikipedia.org/wiki/Apache_HBase",children:"HBase"})," are also PC/EC."]}),"\n",(0,t.jsxs)(s.li,{children:[(0,t.jsx)(s.a,{href:"https://docs.couchbase.com/server/6.0/learn/clusters-and-availability/clusters-and-availability.html",children:"Couchbase"})," provides a range of consistency and availability options during a partition, and equally a range of latency and consistency options with no partition. Unlike most other databases, Couchbase doesn't have a single API set nor does it scale/replicate all data services homogeneously. For writes, Couchbase favors Consistency over Availability making it formally CP, but on read there is more user-controlled variability depending on index replication, desired consistency level and type of access (single document lookup vs range scan vs full-text search, etc). On top of that, there is then further variability depending on cross-datacenter-replication (XDCR) which takes multiple CP clusters and connects them with asynchronous replication and Couchbase Lite which is an embedded database and creates a fully multi-master (with revision tracking) distributed topology."]}),"\n",(0,t.jsxs)(s.li,{children:[(0,t.jsx)(s.a,{href:"https://en.wikipedia.org/wiki/Cosmos_DB",children:"Cosmos DB"})," supports five tunable consistency levels that allow for tradeoffs between C/A during P, and L/C during E.",(0,t.jsx)(s.a,{href:"https://en.wikipedia.org/wiki/Cosmos_DB",children:"Cosmos DB"})," never violates the specified consistency level, so it's formally CP."]}),"\n",(0,t.jsxs)(s.li,{children:[(0,t.jsx)(s.a,{href:"https://en.wikipedia.org/wiki/MongoDB",children:"MongoDB"})," can be classified as a PA/EC system. 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It works by killing the worms that cause infections and stops the infection from spreading."}),"\n",(0,r.jsx)(e.li,{children:"Symptoms - Teeth Grinding / Itching at anus"}),"\n"]}),"\n"]}),"\n",(0,r.jsxs)(e.li,{children:["Cetirizine (Antihistamine that relieves allergy symptoms)","\n",(0,r.jsxs)(e.ul,{children:["\n",(0,r.jsxs)(e.li,{children:["Cetirizine is\xa0",(0,r.jsx)(e.strong,{children:"a relatively safe and effective medication for treating allergic rhinitis, urticaria, and allergic conjunctivitis"}),"."]}),"\n",(0,r.jsx)(e.li,{children:(0,r.jsx)(e.a,{href:"https://www.1mg.com/generics/cetirizine-209553",children:"Cetirizine: View Uses, Side Effects and Medicines | 1mg"})}),"\n"]}),"\n"]}),"\n",(0,r.jsxs)(e.li,{children:["D3 - CADILA Calcigen D3 (Vitamin D3 - Cholecalciferol) 60000 IU - Pack of 5 * 4 Capsules, Once A Week (4)","\n",(0,r.jsxs)(e.ul,{children:["\n",(0,r.jsxs)(e.li,{children:[(0,r.jsx)(e.a,{href:"https://www.amazon.in/Carbamide-Forte-Vitamin-Tablets-VITAMIN/dp/B09H6XXP13/",children:"Carbamide Forte Vitamin D3 60000 IU - Chewable Cholecalciferol Supplement | High Potency Vitamin D Supplement, D3 Vitamin Supplement for Women & Men | Orange Flavour - 40 Tablets. : Amazon.in: Health & Personal Care"})," - 349 - 40 tablets"]}),"\n",(0,r.jsx)(e.li,{children:(0,r.jsx)(e.a,{href:"https://www.amazon.in/Calcigen-D3-Vitamin-Cholecalciferol-Capsules/dp/B09B7DFNDP",children:"CADILA Calcigen D3 (Vitamin D3 - Cholecalciferol) 60000 IU - Pack of 5 * 4 Capsules, Once A Week (4) : Amazon.in: Health & Personal Care"})}),"\n",(0,r.jsxs)(e.li,{children:[(0,r.jsx)(e.a,{href:"https://mycf.in/",children:"Carbamide Forte"})," - Novus Life Sciences"]}),"\n"]}),"\n"]}),"\n",(0,r.jsxs)(e.li,{children:["B12 - Carbamide Forte Vitamin B12 Supplements 500mcg - Active Form of Methylcobalamin B12 Supplement for Men & Women - 90 Veg Tablets","\n",(0,r.jsxs)(e.ul,{children:["\n",(0,r.jsx)(e.li,{children:(0,r.jsx)(e.a,{href:"https://www.amazon.in/Carbamide-Forte-Vitamin-Tablets-500mcg/dp/B0BSV81298/",children:"Carbamide Forte Vitamin B12 Supplements 500mcg - Active Form of Methylcobalamin B12 Supplement for Men & Women - 90 Veg Tablets : Amazon.in: Health & Personal Care"})}),"\n"]}),"\n"]}),"\n"]}),"\n",(0,r.jsx)(e.h2,{id:"others",children:"Others"}),"\n",(0,r.jsx)(e.p,{children:(0,r.jsx)(e.a,{href:"https://www.youtube.com/watch?v=tefIopDJQBQ",children:"How to use the placebo effect to (actually) feel better - YouTube"})}),"\n",(0,r.jsx)(e.p,{children:(0,r.jsx)(e.a,{href:"https://en.wikipedia.org/wiki/Hypnic_jerk",children:"Hypnic jerk - Wikipedia"})}),"\n",(0,r.jsx)(e.h3,{id:"heat-or-ice-pads-which-works-best-for-your-pains-and-swelling",children:"Heat or ice pads: Which works best for your pains and swelling?"}),"\n",(0,r.jsx)(e.p,{children:"Across the world, there is always confusion as to which is better - heat or ice application."}),"\n",(0,r.jsx)(e.p,{children:"Joe Gulotta, a chiropractor from New Jersey says both can be used, depending on what your ailment is. 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Pulmonology often involves managing patients who need life support and mechanical ventilation."}),"\n",(0,r.jsx)(e.h2,{id:"internist",children:"Internist"}),"\n",(0,r.jsx)(e.p,{children:"An Internist is a physician specialising in internal medicine, treating complex combinations of conditions"}),"\n",(0,r.jsx)(e.h2,{id:"surgery",children:"Surgery"}),"\n",(0,r.jsx)(e.p,{children:(0,r.jsx)(e.a,{href:"https://www.youtube.com/playlist?list=PLM7R3YrvpbZxonFtQtRhAEP4hNcCGP7fD",children:"https://www.youtube.com/playlist?list=PLM7R3YrvpbZxonFtQtRhAEP4hNcCGP7fD"})}),"\n",(0,r.jsx)(e.p,{children:(0,r.jsx)(e.a,{href:"https://www.youtube.com/playlist?list=PLM7R3YrvpbZxURPwjgfi8C7PGi3FYWcI6",children:"https://www.youtube.com/playlist?list=PLM7R3YrvpbZxURPwjgfi8C7PGi3FYWcI6"})}),"\n",(0,r.jsx)(e.h2,{id:"health",children:"Health"}),"\n",(0,r.jsx)(e.p,{children:(0,r.jsx)(e.a,{href:"https://youtu.be/GXeSoN_8zC4",children:"The Future of Health: What Does Good Health 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treatment of parasitic worm infections. It works by killing the worms that cause infections and stops the infection from spreading."}),"\n",(0,r.jsx)(e.li,{children:"Symptoms - Teeth Grinding / Itching at anus"}),"\n"]}),"\n"]}),"\n",(0,r.jsxs)(e.li,{children:["Cetirizine","\n",(0,r.jsxs)(e.ul,{children:["\n",(0,r.jsxs)(e.li,{children:["Cetirizine is\xa0",(0,r.jsx)(e.strong,{children:"a relatively safe and effective medication for treating allergic rhinitis, urticaria, and allergic conjunctivitis"}),"."]}),"\n"]}),"\n"]}),"\n",(0,r.jsxs)(e.li,{children:["D3 - CADILA Calcigen D3 (Vitamin D3 - Cholecalciferol) 60000 IU - Pack of 5 * 4 Capsules, Once A Week (4)","\n",(0,r.jsxs)(e.ul,{children:["\n",(0,r.jsxs)(e.li,{children:[(0,r.jsx)(e.a,{href:"https://www.amazon.in/Carbamide-Forte-Vitamin-Tablets-VITAMIN/dp/B09H6XXP13/",children:"Carbamide Forte Vitamin D3 60000 IU - Chewable Cholecalciferol Supplement | High Potency Vitamin D Supplement, D3 Vitamin Supplement for Women & Men | Orange Flavour - 40 Tablets. : Amazon.in: Health & Personal Care"})," - 349 - 40 tablets"]}),"\n",(0,r.jsx)(e.li,{children:(0,r.jsx)(e.a,{href:"https://www.amazon.in/Calcigen-D3-Vitamin-Cholecalciferol-Capsules/dp/B09B7DFNDP",children:"CADILA Calcigen D3 (Vitamin D3 - Cholecalciferol) 60000 IU - Pack of 5 * 4 Capsules, Once A Week (4) : Amazon.in: Health & Personal Care"})}),"\n",(0,r.jsxs)(e.li,{children:[(0,r.jsx)(e.a,{href:"https://mycf.in/",children:"Carbamide Forte"})," - Novus Life Sciences"]}),"\n"]}),"\n"]}),"\n",(0,r.jsxs)(e.li,{children:["B12 - Carbamide Forte Vitamin B12 Supplements 500mcg - Active Form of Methylcobalamin B12 Supplement for Men & Women - 90 Veg Tablets","\n",(0,r.jsxs)(e.ul,{children:["\n",(0,r.jsx)(e.li,{children:(0,r.jsx)(e.a,{href:"https://www.amazon.in/Carbamide-Forte-Vitamin-Tablets-500mcg/dp/B0BSV81298/",children:"Carbamide Forte Vitamin B12 Supplements 500mcg - Active Form of Methylcobalamin B12 Supplement for Men & Women - 90 Veg Tablets : Amazon.in: Health & Personal Care"})}),"\n"]}),"\n"]}),"\n"]}),"\n",(0,r.jsx)(e.h2,{id:"others",children:"Others"}),"\n",(0,r.jsx)(e.p,{children:(0,r.jsx)(e.a,{href:"https://www.youtube.com/watch?v=tefIopDJQBQ",children:"How to use the placebo effect to (actually) feel better - YouTube"})}),"\n",(0,r.jsx)(e.p,{children:(0,r.jsx)(e.a,{href:"https://en.wikipedia.org/wiki/Hypnic_jerk",children:"Hypnic jerk - Wikipedia"})}),"\n",(0,r.jsx)(e.h3,{id:"heat-or-ice-pads-which-works-best-for-your-pains-and-swelling",children:"Heat or ice pads: Which works best for your pains and swelling?"}),"\n",(0,r.jsx)(e.p,{children:"Across the world, there is always confusion as to which is better - heat or ice application."}),"\n",(0,r.jsx)(e.p,{children:"Joe Gulotta, a chiropractor from New Jersey says both can be used, depending on what your ailment is. 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The technique attempts to understand the model by perturbing the input of data samples and understanding how the predictions change."}),"\n",(0,a.jsx)(t.p,{children:(0,a.jsx)(t.a,{href:"https://github.com/marcotcr/lime",children:"https://github.com/marcotcr/lime"})}),"\n",(0,a.jsx)(t.h2,{id:"lstm-long-short-term-memory",children:"LSTM (Long Short Term Memory)"}),"\n",(0,a.jsx)(t.p,{children:(0,a.jsx)(t.a,{href:"https://blog.floydhub.com/long-short-term-memory-from-zero-to-hero-with-pytorch",children:"https://blog.floydhub.com/long-short-term-memory-from-zero-to-hero-with-pytorch"})}),"\n",(0,a.jsx)(t.h2,{id:"facets",children:"Facets"}),"\n",(0,a.jsx)(t.p,{children:"Open Source Visualization Tool"}),"\n",(0,a.jsxs)(t.ul,{children:["\n",(0,a.jsx)(t.li,{children:"Facets Overview"}),"\n"]}),"\n",(0,a.jsx)(t.p,{children:"Facets Overview automatically gives users a quick understanding of the distribution of values across the features of their datasets. 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criteria"}),"\n",(0,s.jsxs)(i.ul,{children:["\n",(0,s.jsx)(i.li,{children:"AIC"}),"\n",(0,s.jsx)(i.li,{children:"BIC"}),"\n",(0,s.jsx)(i.li,{children:"HQIC"}),"\n"]}),"\n",(0,s.jsxs)(i.p,{children:["If we're comparing two model and we want to choose the better fit, then we choose the one with ",(0,s.jsx)(i.strong,{children:"Higher Log-Likelihood and lower Information Criteria"})]}),"\n",(0,s.jsxs)(i.ol,{start:"3",children:["\n",(0,s.jsxs)(i.li,{children:["Residuals","\n",(0,s.jsxs)(i.ul,{children:["\n",(0,s.jsx)(i.li,{children:"Overtraining"}),"\n"]}),"\n"]}),"\n"]}),"\n",(0,s.jsx)(i.h2,{id:"autoregressive-ar-model",children:"AutoRegressive (AR) Model"}),"\n",(0,s.jsx)(i.p,{children:"The name of the model comes from autoregression. This means that the model uses values of the same variable (auto) to estimate the current one (regression)"}),"\n",(0,s.jsx)(i.p,{children:"We rely on autoregressive models when there is clear autocorrelation within the data. The term (autocorrelation) suggest that the variable is correlated with itself. More precisely, values from consecutive periods are related"}),"\n",(0,s.jsx)(i.p,{children:"Since time series assumes that patterns found in the past translate to the future, if autocorrelation is present in the data, we need to us some form of AR model to capture this relationship if we wish to make good estimates"}),"\n",(0,s.jsx)(i.p,{children:(0,s.jsx)(i.img,{alt:"image",src:n(953313).Z+"",width:"554",height:"320"})}),"\n",(0,s.jsxs)(i.ul,{children:["\n",(0,s.jsx)(i.li,{children:"A linear model, where current period values are a sum of past outcomes multiplied by a numeric factor"}),"\n",(0,s.jsx)(i.li,{children:"phi is between -1 and +1"}),"\n"]}),"\n",(0,s.jsx)(i.h2,{id:"implementation-of-simple-mode-in-python",children:"Implementation of simple mode in Python"}),"\n",(0,s.jsx)(i.p,{children:(0,s.jsx)(i.img,{alt:"image",src:n(950870).Z+"",width:"1064",height:"424"})}),"\n",(0,s.jsx)(i.p,{children:(0,s.jsx)(i.img,{alt:"image",src:n(403965).Z+"",width:"1100",height:"440"})}),"\n",(0,s.jsx)(i.p,{children:"Which do we use to select the correct ARmodel and why: the ACFor the PACF? The PACF because it shows the individual effect each past value has on the current one."}),"\n",(0,s.jsx)(i.pre,{children:(0,s.jsx)(i.code,{className:"language-python",children:"from statsmodels.tsa.arima_model import ARMA\nmodel_ar = ARMA(df.market_value, order=(1,0))\nresults_ar = model_ar.fit()\nresults_ar.summary()\n"})}),"\n",(0,s.jsx)(i.p,{children:"Why does the model estimate two values, when we're only using an AR(1)model?"}),"\n",(0,s.jsx)(i.p,{children:"The model always assumes there might be a constant in the model (even if it turns out to be non-significant)."}),"\n",(0,s.jsx)(i.h2,{id:"llr-test",children:"LLR Test"}),"\n",(0,s.jsx)(i.pre,{children:(0,s.jsx)(i.code,{className:"language-python",children:"def LLR_test(mod_1, mod_2, DF=1):\n L1 = mod_1.fit().llf\n L2 = mod_2.fit().llf\n LR = (2*(L2-L1))\n p = chi2.sf(LR, DF).round(3)\n return p\n"})}),"\n",(0,s.jsx)(i.p,{children:"Why do we choose the AR(7)over the AR(8)?"}),"\n",(0,s.jsxs)(i.ul,{children:["\n",(0,s.jsx)(i.li,{children:"The AR(8) fails the LLR test"}),"\n",(0,s.jsx)(i.li,{children:"The AR(8) does not provide significantly higher Log-likelihood"}),"\n",(0,s.jsx)(i.li,{children:"The AR(8) has higher information criteria"}),"\n"]}),"\n",(0,s.jsx)(i.p,{children:"AR models:"}),"\n",(0,s.jsxs)(i.ul,{children:["\n",(0,s.jsx)(i.li,{children:"Stationary (works)"}),"\n",(0,s.jsx)(i.li,{children:"Non-stationary (not works)"}),"\n"]}),"\n",(0,s.jsx)(i.h2,{id:"returns",children:"Returns"}),"\n",(0,s.jsx)(i.pre,{children:(0,s.jsx)(i.code,{className:"language-python",children:"# percentage change\ndf['returns'] = df.market_value.pct_change(1).mul(100)\ndf = df.iloc[1:]\n"})}),"\n",(0,s.jsx)(i.h4,{id:"why-did-we-conduct-the-augmented-dickey-fuller-test-on-returns",children:"Why did we conduct the Augmented Dickey-Fuller test on returns?"}),"\n",(0,s.jsx)(i.p,{children:"To make sure the newly generated data set is stationary"}),"\n",(0,s.jsx)(i.p,{children:"The more easily yesterday's price is affected by higher lags, the more inaccurate its coefficient becomes."}),"\n",(0,s.jsx)(i.p,{children:"Why do we infer from this summary table, that the AR(1)model for returns holds no predictive power? - Neither of the coefficients is significant."}),"\n",(0,s.jsx)(i.h4,{id:"how-do-we-interpret-the-result-of-the-llr-test-when-comparing-the-ar2and-the-ar3",children:"How do we interpret the result of the LLR test when comparing the AR(2)and the AR(3)?"}),"\n",(0,s.jsx)(i.p,{children:"The more complicated model provides significantly greater Log-likelihood to justify its greater complexity."}),"\n",(0,s.jsx)(i.h4,{id:"what-conclusion-do-we-draw-when-it-comes-to-ar-models-and-normalizing",children:"What conclusion do we draw when it comes to AR models and Normalizing?"}),"\n",(0,s.jsx)(i.p,{children:"Normalizing has no effect on the order of the optimal AR model regardless of the data set."}),"\n",(0,s.jsx)(i.h4,{id:"why-do-we-plot-the-acf-andor-pacfof-the-residuals-from-a-fitted-model",children:"Why do we plot the ACF and/or PACFof the residuals from a fitted model?"}),"\n",(0,s.jsx)(i.p,{children:"If the residuals are non-random (not White Noise), then there is a pattern that needs to be accounted for."}),"\n",(0,s.jsx)(i.h2,{id:"moving-average-ma-model",children:"Moving Average (MA) Model"}),"\n",(0,s.jsx)(i.p,{children:"The name of the model comes from the moving averages of fixed period intervals as we cruise move through the data set"}),"\n",(0,s.jsx)(i.p,{children:"This implies that there are other factors apart from the previous values of the variable that need to be accounted for. Therefore, if we know how far off our predictions were last time, then we have a better chance of estimating the prices better this time"}),"\n",(0,s.jsx)(i.p,{children:"This is why, these models incorporate past residuals (also known as error terms) to help us improve our estimations. These make sure our model handles unexpected shocks well, which is why it's also known as a smoothing model"}),"\n",(0,s.jsx)(i.p,{children:(0,s.jsx)(i.img,{alt:"image",src:n(191653).Z+"",width:"478",height:"308"})}),"\n",(0,s.jsx)(i.h2,{id:"implementation-of-the-simple-model-in-python",children:"Implementation of the Simple Model in Python"}),"\n",(0,s.jsx)(i.p,{children:(0,s.jsx)(i.img,{alt:"image",src:n(17867).Z+"",width:"1066",height:"442"})}),"\n",(0,s.jsx)(i.h4,{id:"how-is-the-mamodel-different-from-the-armodel",children:"How is the MAmodel different from the ARmodel?"}),"\n",(0,s.jsx)(i.p,{children:"The MA model includes past residuals, while the ARmodel includes past values."}),"\n",(0,s.jsx)(i.h4,{id:"what-is-the-most-important-change-we-make-when-switching-from-an-ar1-model-to-an-ma1-model",children:"What is the most important change we make when switching from an AR(1) model to an MA(1) model?"}),"\n",(0,s.jsx)(i.p,{children:"We change the order parameter from (1,0) to (0,1)"}),"\n",(0,s.jsx)(i.h4,{id:"what-was-the-relationship-between-the-acfplot-and-the-coefficients-of-the-models-as-we-gradually-increased-the-order",children:"What was the relationship between the ACFplot and the coefficients of the models as we gradually increased the order?"}),"\n",(0,s.jsx)(i.p,{children:"When fitting an MA(Q) model, if the Q-th lag isn't significant in the ACFplot, the Q-th coefficient of the summary table won't be significant as well."}),"\n",(0,s.jsx)(i.h4,{id:"why-do-we-like-to-estimate-the-standard-deviation-of-the-residuals",children:"Why do we like to estimate the standard deviation of the residuals?"}),"\n",(0,s.jsx)(i.p,{children:"So we can know how far off we can hypothetically be with our predictions."}),"\n",(0,s.jsx)(i.h4,{id:"what-did-we-learn-about-normalized-and-non-normalized-returns-in-this-lecture",children:"What did we learn about normalized and non-normalized returns in this lecture?"}),"\n",(0,s.jsx)(i.p,{children:"They have the same optimal model"}),"\n",(0,s.jsxs)(i.ul,{children:["\n",(0,s.jsx)(i.li,{children:"MA models do not perform well for non-stationary data"}),"\n",(0,s.jsx)(i.li,{children:"MA models are great in modeling Random Walks because they take into account our mistakes"}),"\n",(0,s.jsx)(i.li,{children:"MA aspect does that, Also use the previous period's values"}),"\n",(0,s.jsx)(i.li,{children:"Some combination of AR and MA models would be best"}),"\n"]}),"\n",(0,s.jsx)(i.h4,{id:"when-the-acf-coefficients-dont-seem-to-die-off-we-should-use-what-kind-of-model",children:"When the ACF coefficients don't seem to die off, we should use what kind of model?"}),"\n",(0,s.jsx)(i.p,{children:"A model with an AR component (e.g. AR(N))"}),"\n",(0,s.jsx)(i.h2,{id:"arma-autoregressive-moving-average-model",children:"ARMA (Autoregressive Moving-Average model)"}),"\n",(0,s.jsx)(i.p,{children:"The name comes from combining the names of the two simpler models it incorporates - the AR and the MA"}),"\n",(0,s.jsx)(i.p,{children:"The ARMA incorporates both past values (like the AR) and past errors (like the MA). By including both, we should improve our estimates. This is because we are enabling our AR model to calibrate (by including how far off our predictions were) and also giving a benchmark (different from the constant) to the MA model, which should severely decrease the variation in the residuals"}),"\n",(0,s.jsx)(i.p,{children:"Picking the correct order for such a model could be tricky, since including or removing AR and MA orders can have widly different effects on the accuracy"}),"\n",(0,s.jsx)(i.p,{children:(0,s.jsx)(i.img,{alt:"image",src:n(427710).Z+"",width:"516",height:"318"})}),"\n",(0,s.jsx)(i.p,{children:(0,s.jsx)(i.img,{alt:"image",src:n(502438).Z+"",width:"1034",height:"510"})}),"\n",(0,s.jsx)(i.p,{children:(0,s.jsx)(i.img,{alt:"image",src:n(694871).Z+"",width:"1100",height:"236"})}),"\n",(0,s.jsx)(i.h4,{id:"positive-07649-arl1returns-means-that",children:"Positive 0.7649 ar.L1.returns means that"}),"\n",(0,s.jsxs)(i.ul,{children:["\n",(0,s.jsx)(i.li,{children:"A coefficient above 75% suggest that there is a positive tendency between past and present values"}),"\n",(0,s.jsx)(i.li,{children:"Returns move in trends of consecutive positive or negative values"}),"\n",(0,s.jsx)(i.li,{children:"Periods of persistent increase or decreases when translated to prices"}),"\n"]}),"\n",(0,s.jsx)(i.h4,{id:"negative--08141-mal1returns",children:"Negative -08141 ma.L1.returns"}),"\n",(0,s.jsxs)(i.ul,{children:["\n",(0,s.jsx)(i.li,{children:"Slightly harder to interpret"}),"\n",(0,s.jsx)(i.li,{children:"We should be moving away from the past period (t-1) values"}),"\n",(0,s.jsx)(i.li,{children:'These past error terms ensure we don\'t get a "Fool in the shower" type of error'}),"\n",(0,s.jsx)(i.li,{children:"We want to prevent our targets from moving, before we've accounted for them"}),"\n"]}),"\n",(0,s.jsx)(i.h4,{id:"why-do-we-compare-the-arma11with-the-ar1-and-ma1-models-using-the-llr-test",children:"Why do we compare the ARMA(1,1)with the AR(1) and MA(1) models using the LLR test?"}),"\n",(0,s.jsx)(i.p,{children:"Because they are nested in the ARMA(1,1)"}),"\n",(0,s.jsx)(i.h4,{id:"why-do-we-choose-the-arma32-to-be-the-best-fit",children:"Why do we choose the ARMA(3,2) to be the best fit?"}),"\n",(0,s.jsxs)(i.ul,{children:["\n",(0,s.jsx)(i.li,{children:"All coefficients are significant"}),"\n",(0,s.jsx)(i.li,{children:"Highest log-likelihood among the models with all coefficients significant."}),"\n",(0,s.jsx)(i.li,{children:"Lowest information criteria out of the models with all coefficients significant."}),"\n"]}),"\n",(0,s.jsx)(i.h4,{id:"why-do-we-change-our-preferred-model-upon-seeing-the-acfpacf-of-the-model-residuals",children:"Why do we change our preferred model upon seeing the ACF/PACF of the model residuals?"}),"\n",(0,s.jsx)(i.p,{children:"We saw a pattern in the residuals time series, which meant there is a factor we hadn't accounted for in our regression."}),"\n",(0,s.jsxs)(i.ul,{children:["\n",(0,s.jsx)(i.li,{children:"Even though we can model prices using ARMA models, they perform much worse compared to their ability to estimate stationary data"}),"\n"]}),"\n",(0,s.jsx)(i.h4,{id:"what-did-we-learn-when-we-compared-the-log-likelihoods-of-the-preferred-arma-model-for-prices-and-the-preferred-arma-model-for-returns",children:"What did we learn when we compared the log-likelihoods of the preferred ARMA model for prices and the preferred ARMA model for returns?"}),"\n",(0,s.jsx)(i.p,{children:"The ARMA model yields a much higher log-likelihood for returns compared to prices."}),"\n",(0,s.jsx)(i.h2,{id:"arima-autoregressive-integrated-moving-average",children:"ARIMA (AutoRegressive Integrated Moving Average)"}),"\n",(0,s.jsxs)(i.ul,{children:["\n",(0,s.jsx)(i.li,{children:"Integrated - Accounts for the number of non-seasonal differences we need to examine to establish stationarity"}),"\n",(0,s.jsx)(i.li,{children:"A single factor of integration is enough to reach stationarity"}),"\n"]}),"\n",(0,s.jsx)(i.p,{children:"The ARIMA is just an integrated version of the ARMA model. What that means is, we simply integrate the data (however many times is needed) to get a stationary set"}),"\n",(0,s.jsx)(i.p,{children:"Then, we fit a normal ARMA model like we already learned to"}),"\n",(0,s.jsx)(i.p,{children:"An ARIMA model with 0 degrees of integration is simply an ARMA model, and so any ARIMA (p,0,1) model is equivalent to an ARMA (p,q)"}),"\n",(0,s.jsx)(i.p,{children:"The order of integration (d) tells us exactly how many times we need to compute the non-seasonal differences between the values to reach stationarity and including more is discouraged (due to data attrition and interpretability of the results)"}),"\n",(0,s.jsx)(i.p,{children:(0,s.jsx)(i.img,{alt:"image",src:n(271797).Z+"",width:"568",height:"332"})}),"\n",(0,s.jsx)(i.p,{children:(0,s.jsx)(i.img,{alt:"image",src:n(232600).Z+"",width:"1010",height:"512"})}),"\n",(0,s.jsx)(i.p,{children:"p - AutoRegressive (AR) components"}),"\n",(0,s.jsx)(i.p,{children:"d - Integrated components"}),"\n",(0,s.jsx)(i.p,{children:"The number of times we need to integrate the time-series to ensure stationarity"}),"\n",(0,s.jsx)(i.p,{children:"q - Moving Average (MA) components"}),"\n",(0,s.jsx)(i.p,{children:"No Integration"}),"\n",(0,s.jsxs)(i.ul,{children:["\n",(0,s.jsx)(i.li,{children:"ARIMA (p, 0, q) = ARMA(p, q)"}),"\n",(0,s.jsx)(i.li,{children:"ARIMA (0, 0, q) = MA(q)"}),"\n",(0,s.jsx)(i.li,{children:"ARIMA (p, 0, 0) = AR(p)"}),"\n"]}),"\n",(0,s.jsx)(i.p,{children:(0,s.jsx)(i.img,{alt:"image",src:n(118480).Z+"",width:"1099",height:"628"})}),"\n",(0,s.jsxs)(i.ul,{children:["\n",(0,s.jsx)(i.li,{children:"For any integration we lose a single observation"}),"\n"]}),"\n",(0,s.jsx)(i.h4,{id:"what-are-an-arima-102-and-an-arima-001-equivalent-to",children:"What are an ARIMA (1,0,2) and an ARIMA (0,0,1) equivalent to?"}),"\n",(0,s.jsx)(i.p,{children:"An ARMA(1,2) and an MA(1)"}),"\n",(0,s.jsx)(i.h4,{id:"why-does-an-arimapdq-model-estimate-the-same-number-of-coefficients-as-an-armapq-model-if-the-former-has-a-higher-total-order",children:"Why does an ARIMA(p,d,q) model estimate the same number of coefficients as an ARMA(p,q) model if the former has a higher total order?"}),"\n",(0,s.jsx)(i.p,{children:"Because the order of integration does not affect the number of coefficients we are trying to find."}),"\n",(0,s.jsx)(i.p,{children:(0,s.jsx)(i.img,{alt:"image",src:n(961294).Z+"",width:"1099",height:"640"})}),"\n",(0,s.jsx)(i.p,{children:"ARIMA (5,1,1)"}),"\n",(0,s.jsx)(i.h4,{id:"why-do-we-expect-the-best-non-integrated-arma-models-for-returns-would-hold-the-best-fits-for-the-ar-and-ma-orders-of-the-arimapdq-for-prices",children:"Why do we expect the best non-integrated ARMA models for returns would hold the best fits for the AR and MA orders of the ARIMA(p,d,q) for prices?"}),"\n",(0,s.jsx)(i.p,{children:"Because price returns are a form of weighted integration"}),"\n",(0,s.jsx)(i.h4,{id:"why-do-we-not-need-higher-levels-of-integration-in-this-case",children:"Why do we NOT need higher levels of integration in this case?"}),"\n",(0,s.jsx)(i.p,{children:"The purpose of integration is to reach stationarity and we reach it after 1 integration."}),"\n",(0,s.jsx)(i.h4,{id:"why-dont-we-use-integrated-models-on-stationary-data",children:"Why don't we use integrated models on stationary data?"}),"\n",(0,s.jsxs)(i.ul,{children:["\n",(0,s.jsx)(i.li,{children:"The purpose of integration is to ensure stationarity."}),"\n",(0,s.jsx)(i.li,{children:"This will only needlessly complicate the model."}),"\n",(0,s.jsx)(i.li,{children:"The more we integrate without having to, the more difficult it is to comprehend the values and extract an insight."}),"\n"]}),"\n",(0,s.jsx)(i.h2,{id:"the-armax-model-autogressive-integrated-moving-average-exogenous-model",children:"The ARMAX Model (Autogressive Integrated Moving Average eXogenous Model)"}),"\n",(0,s.jsx)(i.p,{children:"The ARMAX is an extension of the ARIMA model, which incorporates other exogenous variables"}),"\n",(0,s.jsx)(i.p,{children:"These variables can be pretty much anything that can have an affect on the values we are trying to estimate. The only requirement is that we have data available for every time period we are interested in. Thus we often rely on other time series as the exogenous components in the regression."}),"\n",(0,s.jsx)(i.p,{children:"These models are great, when a big part of the change period to period cannot be explained by past values and past errors alone, so including other relevant values might be of great help (like the prices for an index of a market of a neighbouring country)"}),"\n",(0,s.jsx)(i.p,{children:(0,s.jsx)(i.img,{alt:"image",src:n(484426).Z+"",width:"540",height:"342"})}),"\n",(0,s.jsx)(i.p,{children:(0,s.jsx)(i.img,{alt:"image",src:n(438219).Z+"",width:"1104",height:"512"})}),"\n",(0,s.jsx)(i.p,{children:"The ARIMA is just an integrated version of the ARMA model. What that means is, we simply integrate the data (however many times is needed) to get a stationary set"}),"\n",(0,s.jsx)(i.p,{children:"Then, we fit a normal ARMA model like we already learned to"}),"\n",(0,s.jsx)(i.p,{children:"An ARIMA model with 0 degrees of integration is simply an ARMA model, and so any ARIMA (p,0,q) model is equivalent to an ARMA (p,q)"}),"\n",(0,s.jsx)(i.p,{children:"The order of integration (d) tells us exactly how many times we need to compute the non-seasonal differences between the values to reach stationarity and including more is discouraged (due to data attrition and interpretability of the results)"}),"\n",(0,s.jsx)(i.p,{children:"X can be any variable we're interested in"}),"\n",(0,s.jsxs)(i.ul,{children:["\n",(0,s.jsx)(i.li,{children:"A time-varying measurement"}),"\n",(0,s.jsx)(i.li,{children:"A categorical variable"}),"\n",(0,s.jsx)(i.li,{children:"A boolean value (for some festive period)"}),"\n",(0,s.jsx)(i.li,{children:"A combinations of several different external factors"}),"\n",(0,s.jsx)(i.li,{children:"Any other variable(s) that can affect prices as long as we have the data available for every period"}),"\n",(0,s.jsx)(i.li,{children:'X is called "eXogeneous" variables'}),"\n"]}),"\n",(0,s.jsx)(i.h4,{id:"why-are-maxmodels-useful",children:"Why are MAXmodels useful?"}),"\n",(0,s.jsx)(i.p,{children:"Because they allow us to incorporate outside factors into the model."}),"\n",(0,s.jsx)(i.h2,{id:"sarimax-model-seasonal-arimax",children:"SARIMAX Model (Seasonal ARIMAX)"}),"\n",(0,s.jsx)(i.p,{children:"The SARIMAX is the seasonal equivalent of the ARIMAX model. Of course, there exist seasonal versions of the other models as well (SARMA, SARIMA, SARMAX, etc)"}),"\n",(0,s.jsx)(i.p,{children:"Seasonal models help capture patterns which aren't ever-present but appear periodically. For example, the amount of flights leaving an international hub like JFK Airport in NYC are far larger in December compared to October"}),"\n",(0,s.jsx)(i.p,{children:"That is mainly due to the festive period for many countries in December. Thus, October is far less busy. Therefore, we need a way to account for this expected influx of demand in December and we can do so by checking the values in December of the previous year"}),"\n",(0,s.jsx)(i.p,{children:"The SARIMAX is among the most-complicated models we can have, since it can incorporate seasonality, integration and/or exogenous variables"}),"\n",(0,s.jsx)(i.p,{children:"However it doesn't have to"}),"\n",(0,s.jsx)(i.p,{children:"By setting the values of certain orders to 0, or by not providing certain information, the model can be simplified"}),"\n",(0,s.jsx)(i.p,{children:"For instance, by not including exogenous variables and having no integration, the model automatically becomes equivalent to a SARMA"}),"\n",(0,s.jsx)(i.p,{children:"The equation on the left is exactly that - a SARIMAX equivalent of a SARMA"}),"\n",(0,s.jsx)(i.p,{children:(0,s.jsx)(i.img,{alt:"image",src:n(546899).Z+"",width:"632",height:"350"})}),"\n",(0,s.jsx)(i.p,{children:(0,s.jsx)(i.img,{alt:"image",src:n(761293).Z+"",width:"1084",height:"472"})}),"\n",(0,s.jsx)(i.p,{children:"Capital letters - Seasonal components"}),"\n",(0,s.jsx)(i.p,{children:"Lower letters - Non seasonal components"}),"\n",(0,s.jsx)(i.p,{children:"s = Length of cycle"}),"\n",(0,s.jsxs)(i.ul,{children:["\n",(0,s.jsx)(i.li,{children:"The number of periods needed to pass before the tendency reappears"}),"\n",(0,s.jsx)(i.li,{children:"s = 1 -> No seasonality"}),"\n"]}),"\n",(0,s.jsx)(i.p,{children:(0,s.jsx)(i.img,{alt:"image",src:n(500878).Z+"",width:"1066",height:"466"})}),"\n",(0,s.jsx)(i.p,{children:(0,s.jsx)(i.img,{alt:"image",src:n(135616).Z+"",width:"1082",height:"448"})}),"\n",(0,s.jsx)(i.p,{children:(0,s.jsx)(i.img,{alt:"image",src:n(456195).Z+"",width:"1080",height:"480"})}),"\n",(0,s.jsx)(i.p,{children:(0,s.jsx)(i.img,{alt:"image",src:n(532452).Z+"",width:"1070",height:"476"})}),"\n",(0,s.jsx)(i.h2,{id:"volatility",children:"Volatility"}),"\n",(0,s.jsxs)(i.ul,{children:["\n",(0,s.jsx)(i.li,{children:"The magnitude of residuals"}),"\n",(0,s.jsx)(i.li,{children:"Low variance -> Stability -> Low risk -> Safety"}),"\n",(0,s.jsxs)(i.li,{children:["Squaring values","\n",(0,s.jsxs)(i.ul,{children:["\n",(0,s.jsx)(i.li,{children:"Solves the positive-negative conundrum"}),"\n",(0,s.jsx)(i.li,{children:"Penalizes high differences between true values and predictions more"}),"\n",(0,s.jsx)(i.li,{children:"Increases the importance of big unpredicted shocks"}),"\n"]}),"\n"]}),"\n",(0,s.jsx)(i.li,{children:"Numeric measurements of uncertainity"}),"\n",(0,s.jsxs)(i.li,{children:["For Volatility of returns we have models like ",(0,s.jsx)(i.strong,{children:"EGARCH"})]}),"\n",(0,s.jsx)(i.li,{children:"What does volatility clustering mean?"}),"\n"]}),"\n",(0,s.jsx)(i.p,{children:"It means that low volatility is followed by low volatility and high is followed by high."}),"\n",(0,s.jsx)(i.h2,{id:"the-arch-model-autoregressive-conditional-heteroskedasticity-model",children:"The ARCH Model (Autoregressive Conditional Heteroskedasticity Model)"}),"\n",(0,s.jsx)(i.p,{children:(0,s.jsx)(i.a,{href:"https://github.com/bashtage/arch",children:"https://github.com/bashtage/arch"})}),"\n",(0,s.jsx)(i.p,{children:"Heteroskedasticity - different dispersion"}),"\n",(0,s.jsx)(i.p,{children:"Conditional - A value that depends on others"}),"\n",(0,s.jsx)(i.p,{children:"Unlike the previous models, the ARCH measures volatility of the results, rather than the results themselves. Thus, the purpose of it is entirely different and focused on predicting turbulence increase or decrease in the values"}),"\n",(0,s.jsx)(i.p,{children:"As you can see on the left side of the equation, the endogenous variable is the variance, rather than the time series variable"}),"\n",(0,s.jsx)(i.p,{children:"Thus, this is only the variance equation of the model. The simplest ARCH model assumes a 0 or constant mean, so this is the only equation we are interested in"}),"\n",(0,s.jsx)(i.p,{children:(0,s.jsx)(i.img,{alt:"image",src:n(917557).Z+"",width:"610",height:"348"})}),"\n",(0,s.jsx)(i.p,{children:(0,s.jsx)(i.img,{alt:"image",src:n(203758).Z+"",width:"1076",height:"488"})}),"\n",(0,s.jsx)(i.p,{children:"Why does the ARCHmodel require 2 equations?"}),"\n",(0,s.jsx)(i.p,{children:"Because we need some sort of benchmark to measure the volatility away from it."}),"\n",(0,s.jsx)(i.p,{children:(0,s.jsx)(i.img,{alt:"image",src:n(506669).Z+"",width:"1327",height:"640"})}),"\n",(0,s.jsx)(i.p,{children:(0,s.jsx)(i.img,{alt:"image",src:n(335893).Z+"",width:"1326",height:"647"})}),"\n",(0,s.jsx)(i.p,{children:"How many coefficients does the simple ARCHmodel estimate? - 3"}),"\n",(0,s.jsx)(i.h2,{id:"garch-generalized-autoregressive-conditional-heteroskedasticity-model",children:"GARCH (Generalized Autoregressive Conditional Heteroskedasticity Model)"}),"\n",(0,s.jsx)(i.p,{children:"As the name suggests, the GARCH is just the generalized version of the ARCH model"}),"\n",(0,s.jsx)(i.p,{children:"This generalization is expressed in including past variances as well as past squared residuals to estimate current (and subsequent) variances"}),"\n",(0,s.jsx)(i.p,{children:"The generalization comes from the fact that including a single past variance would (in theory) contain in itself the explanatory power of all other previous squared error terms"}),"\n",(0,s.jsx)(i.p,{children:"It serves as a sort of ARMA equivalent to the ARCH, where we're including both past values and past errors (albeit squared)"}),"\n",(0,s.jsx)(i.p,{children:(0,s.jsx)(i.img,{alt:"image",src:n(795645).Z+"",width:"502",height:"316"})}),"\n",(0,s.jsx)(i.p,{children:(0,s.jsx)(i.img,{alt:"image",src:n(661352).Z+"",width:"1074",height:"490"})}),"\n",(0,s.jsx)(i.p,{children:"How is the GARCH different from the ARCH?"}),"\n",(0,s.jsx)(i.p,{children:"Includes past conditional variances"}),"\n",(0,s.jsx)(i.p,{children:"Why is the GARCH similar to the ARMA?"}),"\n",(0,s.jsx)(i.p,{children:"Includes past values and past errors (conditional variances and squared residuals)"}),"\n",(0,s.jsx)(i.p,{children:"How does the GARCH(1,1) compare to complex ARCH counterparts?"}),"\n",(0,s.jsx)(i.p,{children:"It outperforms even the ARCH(12) model we examined earlier."}),"\n",(0,s.jsxs)(i.ul,{children:["\n",(0,s.jsx)(i.li,{children:"No higher order GARCH models outperform the GARCH(1,1) when it comes to variance of market returns"}),"\n",(0,s.jsx)(i.li,{children:"All the effects of the conditional variance 2 days ago will be contained in the conditional variance of yesterday"}),"\n",(0,s.jsx)(i.li,{children:"No need to include more than 1 GARCH component"}),"\n"]}),"\n",(0,s.jsx)(i.p,{children:"How do GARCH(p,q) models for the volatility of returns perform compared to the GARHC(1,1)?"}),"\n",(0,s.jsx)(i.p,{children:"Yield non-significant coefficients"}),"\n",(0,s.jsx)(i.h2,{id:"auto-arima",children:"Auto ARIMA"}),"\n",(0,s.jsxs)(i.ul,{children:["\n",(0,s.jsx)(i.li,{children:"auto_arima by default only compares the model based on their AIC"}),"\n"]}),"\n",(0,s.jsx)(i.p,{children:(0,s.jsx)(i.img,{alt:"image",src:n(504051).Z+"",width:"1099",height:"450"})}),"\n",(0,s.jsx)(i.p,{children:(0,s.jsx)(i.a,{href:"http://alkaline-ml.com/pmdarima/modules/generated/pmdarima.arima.auto_arima.html#pmdarima.arima.auto_arima",children:"http://alkaline-ml.com/pmdarima/modules/generated/pmdarima.arima.auto_arima.html#pmdarima.arima.auto_arima"})}),"\n",(0,s.jsx)(i.h2,{id:"forecasting",children:"Forecasting"}),"\n",(0,s.jsx)(i.h3,{id:"pitfallspeculiarities",children:"Pitfalls/Peculiarities"}),"\n",(0,s.jsxs)(i.ul,{children:["\n",(0,s.jsx)(i.li,{children:"Picking an incorrect type of model (integrated vs non-integrated) depending on the data"}),"\n",(0,s.jsx)(i.li,{children:"We can always forecast stationary returns and then create the prices based on these returns"}),"\n"]}),"\n",(0,s.jsx)(i.p,{children:"AR"}),"\n",(0,s.jsxs)(i.ul,{children:["\n",(0,s.jsx)(i.li,{children:"It only depends on the past values and the constant coefficient"}),"\n",(0,s.jsx)(i.li,{children:"The more past lags we include, wthe more time it takes to flatten out"}),"\n",(0,s.jsx)(i.li,{children:"The monotonous nature of the predictions makes it unreasonable"}),"\n"]}),"\n",(0,s.jsx)(i.p,{children:"MA"}),"\n",(0,s.jsxs)(i.ul,{children:["\n",(0,s.jsx)(i.li,{children:"We can't make long run predictions if we're relying on error terms"}),"\n",(0,s.jsx)(i.li,{children:"We can't autogenerate future residuals since we don't have actual values anymore"}),"\n",(0,s.jsx)(i.li,{children:"true value - estimate = residual"}),"\n",(0,s.jsx)(i.li,{children:"Manually create white noise residual values for the entire time period we're forecasting"}),"\n",(0,s.jsx)(i.li,{children:"We can recursively create a time series of predictions"}),"\n"]}),"\n",(0,s.jsx)(i.p,{children:"ARMA"}),"\n",(0,s.jsxs)(i.ul,{children:["\n",(0,s.jsx)(i.li,{children:"Just a combination of the AR and MA models"}),"\n",(0,s.jsx)(i.li,{children:"Prone to experiening both types of errors (for the AR and MA)"}),"\n",(0,s.jsx)(i.li,{children:"By creating the artificial residuals, we get rid of both issues"}),"\n"]}),"\n",(0,s.jsx)(i.p,{children:"MAX models (ARMAX and SARIMAX)"}),"\n",(0,s.jsxs)(i.ul,{children:["\n",(0,s.jsx)(i.li,{children:"If the exogenous variables are other time series as well, we'll run into some trouble"}),"\n"]}),"\n",(0,s.jsx)(i.h2,{id:"forecasting-volatility",children:"Forecasting Volatility"}),"\n",(0,s.jsx)(i.h3,{id:"multivariate-regression",children:"Multivariate Regression"}),"\n",(0,s.jsxs)(i.ul,{children:["\n",(0,s.jsx)(i.li,{children:"Regressions stacked on top of one another"}),"\n",(0,s.jsx)(i.li,{children:"These are called vector model -> Every component contains a value for each of the time 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AR(3)?",id:"how-do-we-interpret-the-result-of-the-llr-test-when-comparing-the-ar2and-the-ar3",level:4},{value:"What conclusion do we draw when it comes to AR models and Normalizing?",id:"what-conclusion-do-we-draw-when-it-comes-to-ar-models-and-normalizing",level:4},{value:"Why do we plot the ACF and/or PACFof the residuals from a fitted model?",id:"why-do-we-plot-the-acf-andor-pacfof-the-residuals-from-a-fitted-model",level:4},{value:"Moving Average (MA) Model",id:"moving-average-ma-model",level:2},{value:"Implementation of the Simple Model in Python",id:"implementation-of-the-simple-model-in-python",level:2},{value:"How is the MAmodel different from the ARmodel?",id:"how-is-the-mamodel-different-from-the-armodel",level:4},{value:"What is the most important change we make when switching from an AR(1) model to an MA(1) model?",id:"what-is-the-most-important-change-we-make-when-switching-from-an-ar1-model-to-an-ma1-model",level:4},{value:"What was the relationship between the ACFplot and the coefficients of the models as we gradually increased the order?",id:"what-was-the-relationship-between-the-acfplot-and-the-coefficients-of-the-models-as-we-gradually-increased-the-order",level:4},{value:"Why do we like to estimate the standard deviation of the residuals?",id:"why-do-we-like-to-estimate-the-standard-deviation-of-the-residuals",level:4},{value:"What did we learn about normalized and non-normalized returns in this lecture?",id:"what-did-we-learn-about-normalized-and-non-normalized-returns-in-this-lecture",level:4},{value:"When the ACF coefficients don't seem to die off, we should use what kind of model?",id:"when-the-acf-coefficients-dont-seem-to-die-off-we-should-use-what-kind-of-model",level:4},{value:"ARMA (Autoregressive Moving-Average model)",id:"arma-autoregressive-moving-average-model",level:2},{value:"Positive 0.7649 ar.L1.returns means that",id:"positive-07649-arl1returns-means-that",level:4},{value:"Negative -08141 ma.L1.returns",id:"negative--08141-mal1returns",level:4},{value:"Why do we compare the ARMA(1,1)with the AR(1) and MA(1) models using the LLR test?",id:"why-do-we-compare-the-arma11with-the-ar1-and-ma1-models-using-the-llr-test",level:4},{value:"Why do we choose the ARMA(3,2) to be the best fit?",id:"why-do-we-choose-the-arma32-to-be-the-best-fit",level:4},{value:"Why do we change our preferred model upon seeing the ACF/PACF of the model residuals?",id:"why-do-we-change-our-preferred-model-upon-seeing-the-acfpacf-of-the-model-residuals",level:4},{value:"What did we learn when we compared the log-likelihoods of the preferred ARMA model for prices and the preferred ARMA model for returns?",id:"what-did-we-learn-when-we-compared-the-log-likelihoods-of-the-preferred-arma-model-for-prices-and-the-preferred-arma-model-for-returns",level:4},{value:"ARIMA (AutoRegressive Integrated Moving Average)",id:"arima-autoregressive-integrated-moving-average",level:2},{value:"What are an ARIMA (1,0,2) and an ARIMA (0,0,1) equivalent to?",id:"what-are-an-arima-102-and-an-arima-001-equivalent-to",level:4},{value:"Why does an ARIMA(p,d,q) model estimate the same number of coefficients as an ARMA(p,q) model if the former has a higher total order?",id:"why-does-an-arimapdq-model-estimate-the-same-number-of-coefficients-as-an-armapq-model-if-the-former-has-a-higher-total-order",level:4},{value:"Why do we expect the best non-integrated ARMA models for returns would hold the best fits for the AR and MA orders of the ARIMA(p,d,q) for prices?",id:"why-do-we-expect-the-best-non-integrated-arma-models-for-returns-would-hold-the-best-fits-for-the-ar-and-ma-orders-of-the-arimapdq-for-prices",level:4},{value:"Why do we NOT need higher levels of integration in this case?",id:"why-do-we-not-need-higher-levels-of-integration-in-this-case",level:4},{value:"Why don't we use integrated models on stationary data?",id:"why-dont-we-use-integrated-models-on-stationary-data",level:4},{value:"The ARMAX Model (Autogressive Integrated Moving Average eXogenous Model)",id:"the-armax-model-autogressive-integrated-moving-average-exogenous-model",level:2},{value:"Why are MAXmodels useful?",id:"why-are-maxmodels-useful",level:4},{value:"SARIMAX Model (Seasonal ARIMAX)",id:"sarimax-model-seasonal-arimax",level:2},{value:"Volatility",id:"volatility",level:2},{value:"The ARCH Model (Autoregressive Conditional Heteroskedasticity Model)",id:"the-arch-model-autoregressive-conditional-heteroskedasticity-model",level:2},{value:"GARCH (Generalized Autoregressive Conditional Heteroskedasticity Model)",id:"garch-generalized-autoregressive-conditional-heteroskedasticity-model",level:2},{value:"Auto ARIMA",id:"auto-arima",level:2},{value:"Forecasting",id:"forecasting",level:2},{value:"Pitfalls/Peculiarities",id:"pitfallspeculiarities",level:3},{value:"Forecasting Volatility",id:"forecasting-volatility",level:2},{value:"Multivariate Regression",id:"multivariate-regression",level:3},{value:"Links",id:"links",level:2}];function h(e){const i={a:"a",code:"code",h1:"h1",h2:"h2",h3:"h3",h4:"h4",img:"img",li:"li",ol:"ol",p:"p",pre:"pre",strong:"strong",ul:"ul",...(0,t.a)(),...e.components};return(0,s.jsxs)(s.Fragment,{children:[(0,s.jsx)(i.h1,{id:"time-series-modeling",children:"Time-Series Modeling"}),"\n",(0,s.jsx)(i.h2,{id:"endogenous-variable---the-variable-we-are-estimating",children:"Endogenous variable - The variable we are estimating"}),"\n",(0,s.jsx)(i.p,{children:"Patterns in the past persist in the future"}),"\n",(0,s.jsx)(i.h2,{id:"modeling",children:"Modeling"}),"\n",(0,s.jsxs)(i.ol,{children:["\n",(0,s.jsx)(i.li,{children:"Significant coefficients"}),"\n"]}),"\n",(0,s.jsx)(i.p,{children:(0,s.jsx)(i.img,{alt:"image",src:n(945765).Z+"",width:"1101",height:"360"})}),"\n",(0,s.jsxs)(i.ol,{start:"2",children:["\n",(0,s.jsxs)(i.li,{children:["\n",(0,s.jsx)(i.p,{children:"Parsimonious (as simple as possible)"}),"\n",(0,s.jsxs)(i.ol,{children:["\n",(0,s.jsxs)(i.li,{children:["\n",(0,s.jsx)(i.p,{children:"Generally: Simpler model > Complex model"}),"\n"]}),"\n",(0,s.jsxs)(i.li,{children:["\n",(0,s.jsx)(i.p,{children:"Significantly better predictions: Simpler model < Complex model"}),"\n"]}),"\n",(0,s.jsxs)(i.li,{children:["\n",(0,s.jsx)(i.p,{children:"Log-Likelihood Ratio test (LLR)"}),"\n"]}),"\n"]}),"\n"]}),"\n"]}),"\n",(0,s.jsx)(i.p,{children:"Can be used for Different degrees of freedom"}),"\n",(0,s.jsx)(i.p,{children:"Same total number of lags -> No LLR"}),"\n",(0,s.jsx)(i.p,{children:"Information criteria"}),"\n",(0,s.jsxs)(i.ul,{children:["\n",(0,s.jsx)(i.li,{children:"AIC"}),"\n",(0,s.jsx)(i.li,{children:"BIC"}),"\n",(0,s.jsx)(i.li,{children:"HQIC"}),"\n"]}),"\n",(0,s.jsxs)(i.p,{children:["If we're comparing two model and we want to choose the better fit, then we choose the one with ",(0,s.jsx)(i.strong,{children:"Higher Log-Likelihood and lower Information Criteria"})]}),"\n",(0,s.jsxs)(i.ol,{start:"3",children:["\n",(0,s.jsxs)(i.li,{children:["Residuals","\n",(0,s.jsxs)(i.ul,{children:["\n",(0,s.jsx)(i.li,{children:"Overtraining"}),"\n"]}),"\n"]}),"\n"]}),"\n",(0,s.jsx)(i.h2,{id:"autoregressive-ar-model",children:"AutoRegressive (AR) Model"}),"\n",(0,s.jsx)(i.p,{children:"The name of the model comes from autoregression. This means that the model uses values of the same variable (auto) to estimate the current one (regression)"}),"\n",(0,s.jsx)(i.p,{children:"We rely on autoregressive models when there is clear autocorrelation within the data. The term (autocorrelation) suggest that the variable is correlated with itself. More precisely, values from consecutive periods are related"}),"\n",(0,s.jsx)(i.p,{children:"Since time series assumes that patterns found in the past translate to the future, if autocorrelation is present in the data, we need to us some form of AR model to capture this relationship if we wish to make good estimates"}),"\n",(0,s.jsx)(i.p,{children:(0,s.jsx)(i.img,{alt:"image",src:n(953313).Z+"",width:"554",height:"320"})}),"\n",(0,s.jsxs)(i.ul,{children:["\n",(0,s.jsx)(i.li,{children:"A linear model, where current period values are a sum of past outcomes multiplied by a numeric factor"}),"\n",(0,s.jsx)(i.li,{children:"phi is between -1 and +1"}),"\n"]}),"\n",(0,s.jsx)(i.h2,{id:"implementation-of-simple-mode-in-python",children:"Implementation of simple mode in Python"}),"\n",(0,s.jsx)(i.p,{children:(0,s.jsx)(i.img,{alt:"image",src:n(950870).Z+"",width:"1064",height:"424"})}),"\n",(0,s.jsx)(i.p,{children:(0,s.jsx)(i.img,{alt:"image",src:n(403965).Z+"",width:"1100",height:"440"})}),"\n",(0,s.jsx)(i.p,{children:"Which do we use to select the correct ARmodel and why: the ACFor the PACF? The PACF because it shows the individual effect each past value has on the current one."}),"\n",(0,s.jsx)(i.pre,{children:(0,s.jsx)(i.code,{className:"language-python",children:"from statsmodels.tsa.arima_model import ARMA\nmodel_ar = ARMA(df.market_value, order=(1,0))\nresults_ar = model_ar.fit()\nresults_ar.summary()\n"})}),"\n",(0,s.jsx)(i.p,{children:"Why does the model estimate two values, when we're only using an AR(1)model?"}),"\n",(0,s.jsx)(i.p,{children:"The model always assumes there might be a constant in the model (even if it turns out to be non-significant)."}),"\n",(0,s.jsx)(i.h2,{id:"llr-test",children:"LLR Test"}),"\n",(0,s.jsx)(i.pre,{children:(0,s.jsx)(i.code,{className:"language-python",children:"def LLR_test(mod_1, mod_2, DF=1):\n L1 = mod_1.fit().llf\n L2 = mod_2.fit().llf\n LR = (2*(L2-L1))\n p = chi2.sf(LR, DF).round(3)\n return p\n"})}),"\n",(0,s.jsx)(i.p,{children:"Why do we choose the AR(7)over the AR(8)?"}),"\n",(0,s.jsxs)(i.ul,{children:["\n",(0,s.jsx)(i.li,{children:"The AR(8) fails the LLR test"}),"\n",(0,s.jsx)(i.li,{children:"The AR(8) does not provide significantly higher Log-likelihood"}),"\n",(0,s.jsx)(i.li,{children:"The AR(8) has higher information criteria"}),"\n"]}),"\n",(0,s.jsx)(i.p,{children:"AR models:"}),"\n",(0,s.jsxs)(i.ul,{children:["\n",(0,s.jsx)(i.li,{children:"Stationary (works)"}),"\n",(0,s.jsx)(i.li,{children:"Non-stationary (not works)"}),"\n"]}),"\n",(0,s.jsx)(i.h2,{id:"returns",children:"Returns"}),"\n",(0,s.jsx)(i.pre,{children:(0,s.jsx)(i.code,{className:"language-python",children:"# percentage change\ndf['returns'] = df.market_value.pct_change(1).mul(100)\ndf = df.iloc[1:]\n"})}),"\n",(0,s.jsx)(i.h4,{id:"why-did-we-conduct-the-augmented-dickey-fuller-test-on-returns",children:"Why did we conduct the Augmented Dickey-Fuller test on returns?"}),"\n",(0,s.jsx)(i.p,{children:"To make sure the newly generated data set is stationary"}),"\n",(0,s.jsx)(i.p,{children:"The more easily yesterday's price is affected by higher lags, the more inaccurate its coefficient becomes."}),"\n",(0,s.jsx)(i.p,{children:"Why do we infer from this summary table, that the AR(1)model for returns holds no predictive power? - Neither of the coefficients is significant."}),"\n",(0,s.jsx)(i.h4,{id:"how-do-we-interpret-the-result-of-the-llr-test-when-comparing-the-ar2and-the-ar3",children:"How do we interpret the result of the LLR test when comparing the AR(2)and the AR(3)?"}),"\n",(0,s.jsx)(i.p,{children:"The more complicated model provides significantly greater Log-likelihood to justify its greater complexity."}),"\n",(0,s.jsx)(i.h4,{id:"what-conclusion-do-we-draw-when-it-comes-to-ar-models-and-normalizing",children:"What conclusion do we draw when it comes to AR models and Normalizing?"}),"\n",(0,s.jsx)(i.p,{children:"Normalizing has no effect on the order of the optimal AR model regardless of the data set."}),"\n",(0,s.jsx)(i.h4,{id:"why-do-we-plot-the-acf-andor-pacfof-the-residuals-from-a-fitted-model",children:"Why do we plot the ACF and/or PACFof the residuals from a fitted model?"}),"\n",(0,s.jsx)(i.p,{children:"If the residuals are non-random (not White Noise), then there is a pattern that needs to be accounted for."}),"\n",(0,s.jsx)(i.h2,{id:"moving-average-ma-model",children:"Moving Average (MA) Model"}),"\n",(0,s.jsx)(i.p,{children:"The name of the model comes from the moving averages of fixed period intervals as we cruise move through the data set"}),"\n",(0,s.jsx)(i.p,{children:"This implies that there are other factors apart from the previous values of the variable that need to be accounted for. Therefore, if we know how far off our predictions were last time, then we have a better chance of estimating the prices better this time"}),"\n",(0,s.jsx)(i.p,{children:"This is why, these models incorporate past residuals (also known as error terms) to help us improve our estimations. These make sure our model handles unexpected shocks well, which is why it's also known as a smoothing model"}),"\n",(0,s.jsx)(i.p,{children:(0,s.jsx)(i.img,{alt:"image",src:n(191653).Z+"",width:"478",height:"308"})}),"\n",(0,s.jsx)(i.h2,{id:"implementation-of-the-simple-model-in-python",children:"Implementation of the Simple Model in Python"}),"\n",(0,s.jsx)(i.p,{children:(0,s.jsx)(i.img,{alt:"image",src:n(17867).Z+"",width:"1066",height:"442"})}),"\n",(0,s.jsx)(i.h4,{id:"how-is-the-mamodel-different-from-the-armodel",children:"How is the MAmodel different from the ARmodel?"}),"\n",(0,s.jsx)(i.p,{children:"The MA model includes past residuals, while the ARmodel includes past values."}),"\n",(0,s.jsx)(i.h4,{id:"what-is-the-most-important-change-we-make-when-switching-from-an-ar1-model-to-an-ma1-model",children:"What is the most important change we make when switching from an AR(1) model to an MA(1) model?"}),"\n",(0,s.jsx)(i.p,{children:"We change the order parameter from (1,0) to (0,1)"}),"\n",(0,s.jsx)(i.h4,{id:"what-was-the-relationship-between-the-acfplot-and-the-coefficients-of-the-models-as-we-gradually-increased-the-order",children:"What was the relationship between the ACFplot and the coefficients of the models as we gradually increased the order?"}),"\n",(0,s.jsx)(i.p,{children:"When fitting an MA(Q) model, if the Q-th lag isn't significant in the ACFplot, the Q-th coefficient of the summary table won't be significant as well."}),"\n",(0,s.jsx)(i.h4,{id:"why-do-we-like-to-estimate-the-standard-deviation-of-the-residuals",children:"Why do we like to estimate the standard deviation of the residuals?"}),"\n",(0,s.jsx)(i.p,{children:"So we can know how far off we can hypothetically be with our predictions."}),"\n",(0,s.jsx)(i.h4,{id:"what-did-we-learn-about-normalized-and-non-normalized-returns-in-this-lecture",children:"What did we learn about normalized and non-normalized returns in this lecture?"}),"\n",(0,s.jsx)(i.p,{children:"They have the same optimal model"}),"\n",(0,s.jsxs)(i.ul,{children:["\n",(0,s.jsx)(i.li,{children:"MA models do not perform well for non-stationary data"}),"\n",(0,s.jsx)(i.li,{children:"MA models are great in modeling Random Walks because they take into account our mistakes"}),"\n",(0,s.jsx)(i.li,{children:"MA aspect does that, Also use the previous period's values"}),"\n",(0,s.jsx)(i.li,{children:"Some combination of AR and MA models would be best"}),"\n"]}),"\n",(0,s.jsx)(i.h4,{id:"when-the-acf-coefficients-dont-seem-to-die-off-we-should-use-what-kind-of-model",children:"When the ACF coefficients don't seem to die off, we should use what kind of model?"}),"\n",(0,s.jsx)(i.p,{children:"A model with an AR component (e.g. AR(N))"}),"\n",(0,s.jsx)(i.h2,{id:"arma-autoregressive-moving-average-model",children:"ARMA (Autoregressive Moving-Average model)"}),"\n",(0,s.jsx)(i.p,{children:"The name comes from combining the names of the two simpler models it incorporates - the AR and the MA"}),"\n",(0,s.jsx)(i.p,{children:"The ARMA incorporates both past values (like the AR) and past errors (like the MA). By including both, we should improve our estimates. This is because we are enabling our AR model to calibrate (by including how far off our predictions were) and also giving a benchmark (different from the constant) to the MA model, which should severely decrease the variation in the residuals"}),"\n",(0,s.jsx)(i.p,{children:"Picking the correct order for such a model could be tricky, since including or removing AR and MA orders can have widly different effects on the accuracy"}),"\n",(0,s.jsx)(i.p,{children:(0,s.jsx)(i.img,{alt:"image",src:n(427710).Z+"",width:"516",height:"318"})}),"\n",(0,s.jsx)(i.p,{children:(0,s.jsx)(i.img,{alt:"image",src:n(502438).Z+"",width:"1034",height:"510"})}),"\n",(0,s.jsx)(i.p,{children:(0,s.jsx)(i.img,{alt:"image",src:n(694871).Z+"",width:"1100",height:"236"})}),"\n",(0,s.jsx)(i.h4,{id:"positive-07649-arl1returns-means-that",children:"Positive 0.7649 ar.L1.returns means that"}),"\n",(0,s.jsxs)(i.ul,{children:["\n",(0,s.jsx)(i.li,{children:"A coefficient above 75% suggest that there is a positive tendency between past and present values"}),"\n",(0,s.jsx)(i.li,{children:"Returns move in trends of consecutive positive or negative values"}),"\n",(0,s.jsx)(i.li,{children:"Periods of persistent increase or decreases when translated to prices"}),"\n"]}),"\n",(0,s.jsx)(i.h4,{id:"negative--08141-mal1returns",children:"Negative -08141 ma.L1.returns"}),"\n",(0,s.jsxs)(i.ul,{children:["\n",(0,s.jsx)(i.li,{children:"Slightly harder to interpret"}),"\n",(0,s.jsx)(i.li,{children:"We should be moving away from the past period (t-1) values"}),"\n",(0,s.jsx)(i.li,{children:'These past error terms ensure we don\'t get a "Fool in the shower" type of error'}),"\n",(0,s.jsx)(i.li,{children:"We want to prevent our targets from moving, before we've accounted for them"}),"\n"]}),"\n",(0,s.jsx)(i.h4,{id:"why-do-we-compare-the-arma11with-the-ar1-and-ma1-models-using-the-llr-test",children:"Why do we compare the ARMA(1,1)with the AR(1) and MA(1) models using the LLR test?"}),"\n",(0,s.jsx)(i.p,{children:"Because they are nested in the ARMA(1,1)"}),"\n",(0,s.jsx)(i.h4,{id:"why-do-we-choose-the-arma32-to-be-the-best-fit",children:"Why do we choose the ARMA(3,2) to be the best fit?"}),"\n",(0,s.jsxs)(i.ul,{children:["\n",(0,s.jsx)(i.li,{children:"All coefficients are significant"}),"\n",(0,s.jsx)(i.li,{children:"Highest log-likelihood among the models with all coefficients significant."}),"\n",(0,s.jsx)(i.li,{children:"Lowest information criteria out of the models with all coefficients significant."}),"\n"]}),"\n",(0,s.jsx)(i.h4,{id:"why-do-we-change-our-preferred-model-upon-seeing-the-acfpacf-of-the-model-residuals",children:"Why do we change our preferred model upon seeing the ACF/PACF of the model residuals?"}),"\n",(0,s.jsx)(i.p,{children:"We saw a pattern in the residuals time series, which meant there is a factor we hadn't accounted for in our regression."}),"\n",(0,s.jsxs)(i.ul,{children:["\n",(0,s.jsx)(i.li,{children:"Even though we can model prices using ARMA models, they perform much worse compared to their ability to estimate stationary data"}),"\n"]}),"\n",(0,s.jsx)(i.h4,{id:"what-did-we-learn-when-we-compared-the-log-likelihoods-of-the-preferred-arma-model-for-prices-and-the-preferred-arma-model-for-returns",children:"What did we learn when we compared the log-likelihoods of the preferred ARMA model for prices and the preferred ARMA model for returns?"}),"\n",(0,s.jsx)(i.p,{children:"The ARMA model yields a much higher log-likelihood for returns compared to prices."}),"\n",(0,s.jsx)(i.h2,{id:"arima-autoregressive-integrated-moving-average",children:"ARIMA (AutoRegressive Integrated Moving Average)"}),"\n",(0,s.jsxs)(i.ul,{children:["\n",(0,s.jsx)(i.li,{children:"Integrated - Accounts for the number of non-seasonal differences we need to examine to establish stationarity"}),"\n",(0,s.jsx)(i.li,{children:"A single factor of integration is enough to reach stationarity"}),"\n"]}),"\n",(0,s.jsx)(i.p,{children:"The ARIMA is just an integrated version of the ARMA model. What that means is, we simply integrate the data (however many times is needed) to get a stationary set"}),"\n",(0,s.jsx)(i.p,{children:"Then, we fit a normal ARMA model like we already learned to"}),"\n",(0,s.jsx)(i.p,{children:"An ARIMA model with 0 degrees of integration is simply an ARMA model, and so any ARIMA (p,0,1) model is equivalent to an ARMA (p,q)"}),"\n",(0,s.jsx)(i.p,{children:"The order of integration (d) tells us exactly how many times we need to compute the non-seasonal differences between the values to reach stationarity and including more is discouraged (due to data attrition and interpretability of the results)"}),"\n",(0,s.jsx)(i.p,{children:(0,s.jsx)(i.img,{alt:"image",src:n(271797).Z+"",width:"568",height:"332"})}),"\n",(0,s.jsx)(i.p,{children:(0,s.jsx)(i.img,{alt:"image",src:n(232600).Z+"",width:"1010",height:"512"})}),"\n",(0,s.jsx)(i.p,{children:"p - AutoRegressive (AR) components"}),"\n",(0,s.jsx)(i.p,{children:"d - Integrated components"}),"\n",(0,s.jsx)(i.p,{children:"The number of times we need to integrate the time-series to ensure stationarity"}),"\n",(0,s.jsx)(i.p,{children:"q - Moving Average (MA) components"}),"\n",(0,s.jsx)(i.p,{children:"No Integration"}),"\n",(0,s.jsxs)(i.ul,{children:["\n",(0,s.jsx)(i.li,{children:"ARIMA (p, 0, q) = ARMA(p, q)"}),"\n",(0,s.jsx)(i.li,{children:"ARIMA (0, 0, q) = MA(q)"}),"\n",(0,s.jsx)(i.li,{children:"ARIMA (p, 0, 0) = AR(p)"}),"\n"]}),"\n",(0,s.jsx)(i.p,{children:(0,s.jsx)(i.img,{alt:"image",src:n(118480).Z+"",width:"1099",height:"628"})}),"\n",(0,s.jsxs)(i.ul,{children:["\n",(0,s.jsx)(i.li,{children:"For any integration we lose a single observation"}),"\n"]}),"\n",(0,s.jsx)(i.h4,{id:"what-are-an-arima-102-and-an-arima-001-equivalent-to",children:"What are an ARIMA (1,0,2) and an ARIMA (0,0,1) equivalent to?"}),"\n",(0,s.jsx)(i.p,{children:"An ARMA(1,2) and an MA(1)"}),"\n",(0,s.jsx)(i.h4,{id:"why-does-an-arimapdq-model-estimate-the-same-number-of-coefficients-as-an-armapq-model-if-the-former-has-a-higher-total-order",children:"Why does an ARIMA(p,d,q) model estimate the same number of coefficients as an ARMA(p,q) model if the former has a higher total order?"}),"\n",(0,s.jsx)(i.p,{children:"Because the order of integration does not affect the number of coefficients we are trying to find."}),"\n",(0,s.jsx)(i.p,{children:(0,s.jsx)(i.img,{alt:"image",src:n(961294).Z+"",width:"1099",height:"640"})}),"\n",(0,s.jsx)(i.p,{children:"ARIMA (5,1,1)"}),"\n",(0,s.jsx)(i.h4,{id:"why-do-we-expect-the-best-non-integrated-arma-models-for-returns-would-hold-the-best-fits-for-the-ar-and-ma-orders-of-the-arimapdq-for-prices",children:"Why do we expect the best non-integrated ARMA models for returns would hold the best fits for the AR and MA orders of the ARIMA(p,d,q) for prices?"}),"\n",(0,s.jsx)(i.p,{children:"Because price returns are a form of weighted integration"}),"\n",(0,s.jsx)(i.h4,{id:"why-do-we-not-need-higher-levels-of-integration-in-this-case",children:"Why do we NOT need higher levels of integration in this case?"}),"\n",(0,s.jsx)(i.p,{children:"The purpose of integration is to reach stationarity and we reach it after 1 integration."}),"\n",(0,s.jsx)(i.h4,{id:"why-dont-we-use-integrated-models-on-stationary-data",children:"Why don't we use integrated models on stationary data?"}),"\n",(0,s.jsxs)(i.ul,{children:["\n",(0,s.jsx)(i.li,{children:"The purpose of integration is to ensure stationarity."}),"\n",(0,s.jsx)(i.li,{children:"This will only needlessly complicate the model."}),"\n",(0,s.jsx)(i.li,{children:"The more we integrate without having to, the more difficult it is to comprehend the values and extract an insight."}),"\n"]}),"\n",(0,s.jsx)(i.h2,{id:"the-armax-model-autogressive-integrated-moving-average-exogenous-model",children:"The ARMAX Model (Autogressive Integrated Moving Average eXogenous Model)"}),"\n",(0,s.jsx)(i.p,{children:"The ARMAX is an extension of the ARIMA model, which incorporates other exogenous variables"}),"\n",(0,s.jsx)(i.p,{children:"These variables can be pretty much anything that can have an affect on the values we are trying to estimate. The only requirement is that we have data available for every time period we are interested in. Thus we often rely on other time series as the exogenous components in the regression."}),"\n",(0,s.jsx)(i.p,{children:"These models are great, when a big part of the change period to period cannot be explained by past values and past errors alone, so including other relevant values might be of great help (like the prices for an index of a market of a neighbouring country)"}),"\n",(0,s.jsx)(i.p,{children:(0,s.jsx)(i.img,{alt:"image",src:n(484426).Z+"",width:"540",height:"342"})}),"\n",(0,s.jsx)(i.p,{children:(0,s.jsx)(i.img,{alt:"image",src:n(438219).Z+"",width:"1104",height:"512"})}),"\n",(0,s.jsx)(i.p,{children:"The ARIMA is just an integrated version of the ARMA model. What that means is, we simply integrate the data (however many times is needed) to get a stationary set"}),"\n",(0,s.jsx)(i.p,{children:"Then, we fit a normal ARMA model like we already learned to"}),"\n",(0,s.jsx)(i.p,{children:"An ARIMA model with 0 degrees of integration is simply an ARMA model, and so any ARIMA (p,0,q) model is equivalent to an ARMA (p,q)"}),"\n",(0,s.jsx)(i.p,{children:"The order of integration (d) tells us exactly how many times we need to compute the non-seasonal differences between the values to reach stationarity and including more is discouraged (due to data attrition and interpretability of the results)"}),"\n",(0,s.jsx)(i.p,{children:"X can be any variable we're interested in"}),"\n",(0,s.jsxs)(i.ul,{children:["\n",(0,s.jsx)(i.li,{children:"A time-varying measurement"}),"\n",(0,s.jsx)(i.li,{children:"A categorical variable"}),"\n",(0,s.jsx)(i.li,{children:"A boolean value (for some festive period)"}),"\n",(0,s.jsx)(i.li,{children:"A combinations of several different external factors"}),"\n",(0,s.jsx)(i.li,{children:"Any other variable(s) that can affect prices as long as we have the data available for every period"}),"\n",(0,s.jsx)(i.li,{children:'X is called "eXogeneous" variables'}),"\n"]}),"\n",(0,s.jsx)(i.h4,{id:"why-are-maxmodels-useful",children:"Why are MAXmodels useful?"}),"\n",(0,s.jsx)(i.p,{children:"Because they allow us to incorporate outside factors into the model."}),"\n",(0,s.jsx)(i.h2,{id:"sarimax-model-seasonal-arimax",children:"SARIMAX Model (Seasonal ARIMAX)"}),"\n",(0,s.jsx)(i.p,{children:"The SARIMAX is the seasonal equivalent of the ARIMAX model. Of course, there exist seasonal versions of the other models as well (SARMA, SARIMA, SARMAX, etc)"}),"\n",(0,s.jsx)(i.p,{children:"Seasonal models help capture patterns which aren't ever-present but appear periodically. For example, the amount of flights leaving an international hub like JFK Airport in NYC are far larger in December compared to October"}),"\n",(0,s.jsx)(i.p,{children:"That is mainly due to the festive period for many countries in December. Thus, October is far less busy. Therefore, we need a way to account for this expected influx of demand in December and we can do so by checking the values in December of the previous year"}),"\n",(0,s.jsx)(i.p,{children:"The SARIMAX is among the most-complicated models we can have, since it can incorporate seasonality, integration and/or exogenous variables"}),"\n",(0,s.jsx)(i.p,{children:"However it doesn't have to"}),"\n",(0,s.jsx)(i.p,{children:"By setting the values of certain orders to 0, or by not providing certain information, the model can be simplified"}),"\n",(0,s.jsx)(i.p,{children:"For instance, by not including exogenous variables and having no integration, the model automatically becomes equivalent to a SARMA"}),"\n",(0,s.jsx)(i.p,{children:"The equation on the left is exactly that - a SARIMAX equivalent of a SARMA"}),"\n",(0,s.jsx)(i.p,{children:(0,s.jsx)(i.img,{alt:"image",src:n(546899).Z+"",width:"632",height:"350"})}),"\n",(0,s.jsx)(i.p,{children:(0,s.jsx)(i.img,{alt:"image",src:n(761293).Z+"",width:"1084",height:"472"})}),"\n",(0,s.jsx)(i.p,{children:"Capital letters - Seasonal components"}),"\n",(0,s.jsx)(i.p,{children:"Lower letters - Non seasonal components"}),"\n",(0,s.jsx)(i.p,{children:"s = Length of cycle"}),"\n",(0,s.jsxs)(i.ul,{children:["\n",(0,s.jsx)(i.li,{children:"The number of periods needed to pass before the tendency reappears"}),"\n",(0,s.jsx)(i.li,{children:"s = 1 -> No seasonality"}),"\n"]}),"\n",(0,s.jsx)(i.p,{children:(0,s.jsx)(i.img,{alt:"image",src:n(500878).Z+"",width:"1066",height:"466"})}),"\n",(0,s.jsx)(i.p,{children:(0,s.jsx)(i.img,{alt:"image",src:n(135616).Z+"",width:"1082",height:"448"})}),"\n",(0,s.jsx)(i.p,{children:(0,s.jsx)(i.img,{alt:"image",src:n(456195).Z+"",width:"1080",height:"480"})}),"\n",(0,s.jsx)(i.p,{children:(0,s.jsx)(i.img,{alt:"image",src:n(532452).Z+"",width:"1070",height:"476"})}),"\n",(0,s.jsx)(i.h2,{id:"volatility",children:"Volatility"}),"\n",(0,s.jsxs)(i.ul,{children:["\n",(0,s.jsx)(i.li,{children:"The magnitude of residuals"}),"\n",(0,s.jsx)(i.li,{children:"Low variance -> Stability -> Low risk -> Safety"}),"\n",(0,s.jsxs)(i.li,{children:["Squaring values","\n",(0,s.jsxs)(i.ul,{children:["\n",(0,s.jsx)(i.li,{children:"Solves the positive-negative conundrum"}),"\n",(0,s.jsx)(i.li,{children:"Penalizes high differences between true values and predictions more"}),"\n",(0,s.jsx)(i.li,{children:"Increases the importance of big unpredicted shocks"}),"\n"]}),"\n"]}),"\n",(0,s.jsx)(i.li,{children:"Numeric measurements of uncertainity"}),"\n",(0,s.jsxs)(i.li,{children:["For Volatility of returns we have models like ",(0,s.jsx)(i.strong,{children:"EGARCH"})]}),"\n",(0,s.jsx)(i.li,{children:"What does volatility clustering mean?"}),"\n"]}),"\n",(0,s.jsx)(i.p,{children:"It means that low volatility is followed by low volatility and high is followed by high."}),"\n",(0,s.jsx)(i.h2,{id:"the-arch-model-autoregressive-conditional-heteroskedasticity-model",children:"The ARCH Model (Autoregressive Conditional Heteroskedasticity Model)"}),"\n",(0,s.jsx)(i.p,{children:(0,s.jsx)(i.a,{href:"https://github.com/bashtage/arch",children:"https://github.com/bashtage/arch"})}),"\n",(0,s.jsx)(i.p,{children:"Heteroskedasticity - different dispersion"}),"\n",(0,s.jsx)(i.p,{children:"Conditional - A value that depends on others"}),"\n",(0,s.jsx)(i.p,{children:"Unlike the previous models, the ARCH measures volatility of the results, rather than the results themselves. Thus, the purpose of it is entirely different and focused on predicting turbulence increase or decrease in the values"}),"\n",(0,s.jsx)(i.p,{children:"As you can see on the left side of the equation, the endogenous variable is the variance, rather than the time series variable"}),"\n",(0,s.jsx)(i.p,{children:"Thus, this is only the variance equation of the model. The simplest ARCH model assumes a 0 or constant mean, so this is the only equation we are interested in"}),"\n",(0,s.jsx)(i.p,{children:(0,s.jsx)(i.img,{alt:"image",src:n(917557).Z+"",width:"610",height:"348"})}),"\n",(0,s.jsx)(i.p,{children:(0,s.jsx)(i.img,{alt:"image",src:n(203758).Z+"",width:"1076",height:"488"})}),"\n",(0,s.jsx)(i.p,{children:"Why does the ARCHmodel require 2 equations?"}),"\n",(0,s.jsx)(i.p,{children:"Because we need some sort of benchmark to measure the volatility away from it."}),"\n",(0,s.jsx)(i.p,{children:(0,s.jsx)(i.img,{alt:"image",src:n(506669).Z+"",width:"1327",height:"640"})}),"\n",(0,s.jsx)(i.p,{children:(0,s.jsx)(i.img,{alt:"image",src:n(335893).Z+"",width:"1326",height:"647"})}),"\n",(0,s.jsx)(i.p,{children:"How many coefficients does the simple ARCHmodel estimate? - 3"}),"\n",(0,s.jsx)(i.h2,{id:"garch-generalized-autoregressive-conditional-heteroskedasticity-model",children:"GARCH (Generalized Autoregressive Conditional Heteroskedasticity Model)"}),"\n",(0,s.jsx)(i.p,{children:"As the name suggests, the GARCH is just the generalized version of the ARCH model"}),"\n",(0,s.jsx)(i.p,{children:"This generalization is expressed in including past variances as well as past squared residuals to estimate current (and subsequent) variances"}),"\n",(0,s.jsx)(i.p,{children:"The generalization comes from the fact that including a single past variance would (in theory) contain in itself the explanatory power of all other previous squared error terms"}),"\n",(0,s.jsx)(i.p,{children:"It serves as a sort of ARMA equivalent to the ARCH, where we're including both past values and past errors (albeit squared)"}),"\n",(0,s.jsx)(i.p,{children:(0,s.jsx)(i.img,{alt:"image",src:n(795645).Z+"",width:"502",height:"316"})}),"\n",(0,s.jsx)(i.p,{children:(0,s.jsx)(i.img,{alt:"image",src:n(661352).Z+"",width:"1074",height:"490"})}),"\n",(0,s.jsx)(i.p,{children:"How is the GARCHdifferent from the ARCH?"}),"\n",(0,s.jsx)(i.p,{children:"Includes past conditional variances"}),"\n",(0,s.jsx)(i.p,{children:"Why is the GARCHsimilar to the ARMA?"}),"\n",(0,s.jsx)(i.p,{children:"Includes past values and past errors.(conditional variances and squared residuals)"}),"\n",(0,s.jsx)(i.p,{children:"How does the GARCH (1,1) compare to complex ARCH counterparts?"}),"\n",(0,s.jsx)(i.p,{children:"It outperforms even the ARCH(12) model we examined earlier."}),"\n",(0,s.jsxs)(i.ul,{children:["\n",(0,s.jsx)(i.li,{children:"No higher order GARCH models outperform the GARCH(1,1) when it comes to variance of market returns"}),"\n",(0,s.jsx)(i.li,{children:"All the effects of the conditional variacne 2 days ago will be contained in the conditional variance of yesterday"}),"\n",(0,s.jsx)(i.li,{children:"No need to include more than 1 GARCH component"}),"\n"]}),"\n",(0,s.jsx)(i.p,{children:"How do GARCH(p,q) models for the volatility of returns perform compared to the GARHC(1,1)?"}),"\n",(0,s.jsx)(i.p,{children:"Yield non-significant coefficients"}),"\n",(0,s.jsx)(i.h2,{id:"auto-arima",children:"Auto ARIMA"}),"\n",(0,s.jsxs)(i.ul,{children:["\n",(0,s.jsx)(i.li,{children:"auto_arima by default only compares the model based on their AIC"}),"\n"]}),"\n",(0,s.jsx)(i.p,{children:(0,s.jsx)(i.img,{alt:"image",src:n(504051).Z+"",width:"1099",height:"450"})}),"\n",(0,s.jsx)(i.p,{children:(0,s.jsx)(i.a,{href:"http://alkaline-ml.com/pmdarima/modules/generated/pmdarima.arima.auto_arima.html#pmdarima.arima.auto_arima",children:"http://alkaline-ml.com/pmdarima/modules/generated/pmdarima.arima.auto_arima.html#pmdarima.arima.auto_arima"})}),"\n",(0,s.jsx)(i.h2,{id:"forecasting",children:"Forecasting"}),"\n",(0,s.jsx)(i.h3,{id:"pitfallspeculiarities",children:"Pitfalls/Peculiarities"}),"\n",(0,s.jsxs)(i.ul,{children:["\n",(0,s.jsx)(i.li,{children:"Picking an incorrect type of model (integrated vs non-integrated) depending on the data"}),"\n",(0,s.jsx)(i.li,{children:"We can always forecast stationary returns and then create the prices based on these returns"}),"\n"]}),"\n",(0,s.jsx)(i.p,{children:"AR"}),"\n",(0,s.jsxs)(i.ul,{children:["\n",(0,s.jsx)(i.li,{children:"It only depends on the past values and the constant coefficient"}),"\n",(0,s.jsx)(i.li,{children:"The more past lags we include, wthe more time it takes to flatten out"}),"\n",(0,s.jsx)(i.li,{children:"The monotonous nature of the predictions makes it unreasonable"}),"\n"]}),"\n",(0,s.jsx)(i.p,{children:"MA"}),"\n",(0,s.jsxs)(i.ul,{children:["\n",(0,s.jsx)(i.li,{children:"We can't make long run predictions if we're relying on error terms"}),"\n",(0,s.jsx)(i.li,{children:"We can't autogenerate future residuals since we don't have actual values anymore"}),"\n",(0,s.jsx)(i.li,{children:"true value - estimate = residual"}),"\n",(0,s.jsx)(i.li,{children:"Manually create white noise residual values for the entire time period we're forecasting"}),"\n",(0,s.jsx)(i.li,{children:"We can recursively create a time series of 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Or, in other words, the fear that someone will take our money and run away or the AMC itself would fail (like a bank)."}),"\n",(0,s.jsx)(n.p,{children:"A mutual fund in India is set up like a trust. A trust is an arrangement involving three parties (unlike a bank): the unitholder (or investor), the mutual fund company (AMC) and the mutual fund trustee."}),"\n",(0,s.jsx)(n.p,{children:"The owner (sponsor) of the mutual fund creates a board of trustees responsible for overseeing the fund\u2019s operations. They will have to ensure compliance with SEBI regulations. A custodian registered with SEBI holds the assets in the fund and is answerable to the trustees."}),"\n",(0,s.jsx)(n.p,{children:"Two-thirds of the trustee board must not be part of the sponsor company. This also applies to half of the AMC directors. 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To achieve similar functionality, you can use a ",(0,a.jsx)(n.code,{children:"BEFORE UPDATE"})," trigger to automatically update the ",(0,a.jsx)(n.code,{children:"update_date"})," column whenever a row is modified. Here\u2019s how you can create the table and the trigger:"]}),"\n",(0,a.jsx)(n.pre,{children:(0,a.jsx)(n.code,{className:"language-sql",children:"-- Create the table\nCREATE TABLE test (\n id SERIAL PRIMARY KEY,\n create_date TIMESTAMP DEFAULT CURRENT_TIMESTAMP,\n update_date TIMESTAMP DEFAULT CURRENT_TIMESTAMP,\n value INT\n);\n\n-- Create the trigger function to update the update_date column\nCREATE OR REPLACE FUNCTION update_timestamp()\nRETURNS TRIGGER AS $$\nBEGIN\n NEW.update_date = CURRENT_TIMESTAMP;\n RETURN NEW;\nEND;\n$$ LANGUAGE plpgsql;\n\n-- Create the trigger that calls the function before each update\nCREATE TRIGGER update_test_timestamp\nBEFORE UPDATE ON test\nFOR EACH ROW\nEXECUTE FUNCTION update_timestamp();\n"})}),"\n",(0,a.jsx)(n.p,{children:(0,a.jsx)(n.a,{href:"https://aviyadav231.medium.com/automatically-updating-a-timestamp-column-in-postgresql-using-triggers-98766e3b47a0",children:"Automatically updating a timestamp column in PostgreSQL using Triggers | by Avinash | Medium"})}),"\n",(0,a.jsx)(n.h3,{id:"redshift",children:"Redshift"}),"\n",(0,a.jsx)(n.pre,{children:(0,a.jsx)(n.code,{className:"language-sql",children:"CREATE TABLE public.test (id bigint identity(1, 1),\ncreated_at datetime default sysdate,\ncolumn_1 varchar,\n PRIMARY KEY (id));\n\nselect * from public.test limit 10;\n\ndrop table public.test;\n\nINSERT INTO public.test (column_1) Values ('Hello');\n\nf\"INSERT INTO public.test (column_1, created_at) Values ('Hello', {datetime.datetime.now()});\"\nINSERT INTO public.test (column_1, created_at) Values ('Hello', '2020-04-13 16:30:10.016741');\n"})}),"\n",(0,a.jsx)(n.p,{children:"Let's break down the components of a statement:"}),"\n",(0,a.jsxs)(n.ol,{children:["\n",(0,a.jsxs)(n.li,{children:["\n",(0,a.jsx)(n.p,{children:"CREATE TABLE is a clause. Clauses perform specific tasks in SQL. By convention, clauses are written in capital letters. Clauses can also be referred to as commands."}),"\n"]}),"\n",(0,a.jsxs)(n.li,{children:["\n",(0,a.jsx)(n.p,{children:"table_name refers to the name of the table that the command is applied to."}),"\n"]}),"\n",(0,a.jsxs)(n.li,{children:["\n",(0,a.jsx)(n.p,{children:"(column_1 data_type, column_2 data_type, column_3 data_type)is aparameter. A parameter is a list of columns, data types, or values that are passed to a clause as an argument. Here, the parameter is a list of column names and the associated data type."}),"\n"]}),"\n"]}),"\n",(0,a.jsx)(n.h2,{id:"constraints",children:"Constraints"}),"\n",(0,a.jsx)(n.p,{children:"Constraints that add information about how a column can be used are invoked after specifying the data type for a column. They can be used to tell the database to reject inserted data that does not adhere to a certain restriction. The statement below sets constraints on the celebs table."}),"\n",(0,a.jsx)(n.pre,{children:(0,a.jsx)(n.code,{className:"language-sql",children:"CREATE TABLE celebs (\n id INTEGER PRIMARY KEY,\n name TEXT UNIQUE,\n date_of_birth TEXT NOT NULL,\n date_of_death TEXT DEFAULT 'Not Applicable'\n);\n"})}),"\n",(0,a.jsxs)(n.ul,{children:["\n",(0,a.jsx)(n.li,{children:"PRIMARY KEY columns can be used to uniquely identify the row. Attempts to insert a row with an identical value to a row already in the table will result in a constraint violation which will not allow you to insert the new row."}),"\n",(0,a.jsx)(n.li,{children:"UNIQUE columns have a different value for every row. This is similar toPRIMARY KEY except a table can have many different UNIQUE columns."}),"\n",(0,a.jsx)(n.li,{children:"NOT NULL columns must have a value. Attempts to insert a row without a value for aNOT NULL column will result in a constraint violation and the new row will not be inserted."}),"\n",(0,a.jsx)(n.li,{children:"DEFAULT columns take an additional argument that will be the assumed value for an inserted row if the new row does not specify a value for that column."}),"\n"]}),"\n",(0,a.jsx)(n.h2,{id:"reference",children:"Reference"}),"\n",(0,a.jsx)(n.pre,{children:(0,a.jsx)(n.code,{className:"language-sql",children:"CREATE [TEMPORARY] TABLE [IF NOT EXISTS] tbl_name\n (create_definition,...)\n [table_options]\n [partition_options]\n\nCREATE [TEMPORARY] TABLE [IF NOT EXISTS] tbl_name\n [(create_definition,...)]\n [table_options]\n [partition_options]\n [IGNORE | REPLACE]\n [AS] query_expression\n\nCREATE [TEMPORARY] TABLE [IF NOT EXISTS] tbl_name\n { LIKE old_tbl_name | (LIKE old_tbl_name) }\n\ncreate_definition:\n col_name column_definition\n | {INDEX|KEY} [index_name] [index_type] (key_part,...)\n [index_option] ...\n | {FULLTEXT|SPATIAL} [INDEX|KEY] [index_name] (key_part,...)\n [index_option] ...\n | [CONSTRAINT [symbol]] PRIMARY KEY\n [index_type] (key_part,...)\n [index_option] ...\n | [CONSTRAINT [symbol]] UNIQUE [INDEX|KEY]\n [index_name] [index_type] (key_part,...)\n [index_option] ...\n | [CONSTRAINT [symbol]] FOREIGN KEY\n [index_name] (col_name,...)\n reference_definition\n | check_constraint_definition\n\ncolumn_definition:\n data_type [NOT NULL | NULL] [DEFAULT {literal | (expr)} ]\n [AUTO_INCREMENT] [UNIQUE [KEY]] [[PRIMARY] KEY]\n [COMMENT 'string']\n [COLLATE collation_name]\n [COLUMN_FORMAT {FIXED|DYNAMIC|DEFAULT}]\n [STORAGE {DISK|MEMORY}]\n [reference_definition]\n [check_constraint_definition]\n | data_type\n [COLLATE collation_name]\n [GENERATED ALWAYS] AS (expr)\n [VIRTUAL | STORED] [NOT NULL | NULL]\n [UNIQUE [KEY]] [[PRIMARY] KEY]\n [COMMENT 'string']\n [reference_definition]\n [check_constraint_definition]\n\ndata_type:\n (see Chapter 11, Data Types)\n\nkey_part: {col_name [(length)] | (expr)} [ASC | DESC]\n\nindex_type:\n USING {BTREE | HASH}\n\nindex_option:\n KEY_BLOCK_SIZE [=] value\n | index_type\n | WITH PARSER parser_name\n | COMMENT 'string'\n | {VISIBLE | INVISIBLE}\n\ncheck_constraint_definition:\n [CONSTRAINT [symbol]] CHECK (expr) [[NOT] ENFORCED]\n\nreference_definition:\n REFERENCES tbl_name (key_part,...)\n [MATCH FULL | MATCH PARTIAL | MATCH SIMPLE]\n [ON DELETE reference_option]\n [ON UPDATE reference_option]\n\nreference_option:\n RESTRICT | CASCADE | SET NULL | NO ACTION | SET DEFAULT\n\ntable_options:\n table_option [[,] table_option] ...\n\ntable_option:\n AUTO_INCREMENT [=] value\n | AVG_ROW_LENGTH [=] value\n | [DEFAULT] CHARACTER SET [=] charset_name\n | CHECKSUM [=] {0 | 1}\n | [DEFAULT] COLLATE [=] collation_name\n | COMMENT [=] 'string'\n | COMPRESSION [=] {'ZLIB'|'LZ4'|'NONE'}\n | CONNECTION [=] 'connect_string'\n | {DATA|INDEX} DIRECTORY [=] 'absolute path to directory'\n | DELAY_KEY_WRITE [=] {0 | 1}\n | ENCRYPTION [=] {'Y' | 'N'}\n | ENGINE [=] engine_name\n | INSERT_METHOD [=] { NO | FIRST | LAST }\n | KEY_BLOCK_SIZE [=] value\n | MAX_ROWS [=] value\n | MIN_ROWS [=] value\n | PACK_KEYS [=] {0 | 1 | DEFAULT}\n | PASSWORD [=] 'string'\n | ROW_FORMAT [=] {DEFAULT|DYNAMIC|FIXED|COMPRESSED|REDUNDANT|COMPACT}\n | STATS_AUTO_RECALC [=] {DEFAULT|0|1}\n | STATS_PERSISTENT [=] {DEFAULT|0|1}\n | STATS_SAMPLE_PAGES [=] value\n | TABLESPACE tablespace_name [STORAGE {DISK|MEMORY}]\n | UNION [=] (tbl_name[,tbl_name]...)\n\npartition_options:\n PARTITION BY\n { [LINEAR] HASH(expr)\n | [LINEAR] KEY [ALGORITHM={1|2}] (column_list)\n | RANGE{(expr) | COLUMNS(column_list)}\n | LIST{(expr) | COLUMNS(column_list)} }\n [PARTITIONS num]\n [SUBPARTITION BY\n { [LINEAR] HASH(expr)\n | [LINEAR] KEY [ALGORITHM={1|2}] (column_list) }\n [SUBPARTITIONS num]\n ]\n [(partition_definition [, partition_definition] ...)]\n\npartition_definition:\n PARTITION partition_name\n [VALUES\n {LESS THAN {(expr | value_list) | MAXVALUE}\n |\n IN (value_list)}]\n [[STORAGE] ENGINE [=] engine_name]\n [COMMENT [=] 'string' ]\n [DATA DIRECTORY [=] 'data_dir']\n [INDEX DIRECTORY [=] 'index_dir']\n [MAX_ROWS [=] max_number_of_rows]\n [MIN_ROWS [=] min_number_of_rows]\n [TABLESPACE [=] tablespace_name]\n [(subpartition_definition [, subpartition_definition] ...)]\n\nsubpartition_definition:\n SUBPARTITION logical_name\n [[STORAGE] ENGINE [=] engine_name]\n [COMMENT [=] 'string' ]\n [DATA DIRECTORY [=] 'data_dir']\n [INDEX DIRECTORY [=] 'index_dir']\n [MAX_ROWS [=] max_number_of_rows]\n [MIN_ROWS [=] min_number_of_rows]\n [TABLESPACE [=] tablespace_name]\n\nquery_expression:\n SELECT ... (Some valid select or union statement)\n"})}),"\n",(0,a.jsx)(n.p,{children:(0,a.jsx)(n.a,{href:"https://dev.mysql.com/doc/refman/8.0/en/create-table.html",children:"https://dev.mysql.com/doc/refman/8.0/en/create-table.html"})}),"\n",(0,a.jsx)(n.h2,{id:"examples",children:"Examples"}),"\n",(0,a.jsx)(n.pre,{children:(0,a.jsx)(n.code,{className:"language-sql",children:"CREATE TABLE `userDeviceSms` (\n `id` int NOT NULL AUTO_INCREMENT,\n `customer_id` int UNSIGNED DEFAULT NULL,\n `sender` varchar(225) DEFAULT NULL,\n `message` longtext,\n `message_type` varchar(15) DEFAULT NULL,\n `sms_time` datetime DEFAULT NULL,\n `create_date` datetime DEFAULT NULL,\n `device_id` varchar(80) DEFAULT NULL,\n `hash_key` varchar(200) DEFAULT NULL,\n `isMoved` tinyint(2) DEFAULT '0',\n `sub_sender` varchar(100) DEFAULT NULL,\n PRIMARY KEY (`id`),\n UNIQUE KEY `hash_key_UNIQUE` (`hash_key`),\n KEY `create_date` (`create_date`),\n KEY `sub_sender` (`sub_sender`),\n KEY `customer_id` (`customer_id`),\n KEY `userDeviceSms_sender_IDX` (`sender`) USING BTREE,\n KEY `isMoved` (`isMoved`),\n FULLTEXT KEY `message` (`message`)\n) ENGINE=InnoDB AUTO_INCREMENT=449506629 DEFAULT CHARSET=latin1\n\nCREATE TABLE `perfios_raw_data` (\n `id` int NOT NULL AUTO_INCREMENT,\n `customer_id` int(20) DEFAULT NULL,\n `loan_id` int DEFAULT NULL,\n `raw_data` mediumblob,\ncreate_date DATETIME NOT NULL DEFAULT CURRENT_TIMESTAMP,\nupdate_date DATETIME NOT NULL DEFAULT CURRENT_TIMESTAMP ON UPDATE CURRENT_TIMESTAMP,\n `status` tinyint(1) DEFAULT NULL,\n `perfios_count` int DEFAULT NULL,\n PRIMARY KEY (`id`),\n KEY `cust_id` (`customer_id`),\n KEY `loan_id` (`loan_id`),\n KEY `create_date` (`create_date`),\n KEY `status` (`status`)\n);\n\nCREATE TABLE `loc_imps_bank` (\n `id` int NOT NULL AUTO_INCREMENT,\n `customer_id` int NOT NULL,\n `loan_id` int NOT NULL,\n `final_disbursal_status` varchar(45) DEFAULT NULL,\n `bank_reference_number` varchar(45) DEFAULT NULL,\n `disbursal_error_status` varchar(255) DEFAULT NULL,\n `RESPONSE` varchar(45) DEFAULT NULL,\n `create_date` datetime DEFAULT CURRENT_TIMESTAMP,\n `update_date` datetime NOT NULL DEFAULT CURRENT_TIMESTAMP ON UPDATE CURRENT_TIMESTAMP,\n PRIMARY KEY (`id`),\n KEY `loan_id` (`loan_id`),\n KEY `bank_reference_number` (`bank_reference_number`),\n KEY `customer_id` (`customer_id`)\n);\n"})}),"\n",(0,a.jsx)(n.h2,{id:"data-types",children:"Data Types"}),"\n",(0,a.jsx)(n.h3,{id:"datetime",children:"DATETIME"}),"\n",(0,a.jsxs)(n.p,{children:["The DATETIME type is used for values that contain both date and time parts. MySQL retrieves and displays DATETIME values in 'YYYY-MM-DD HH:MM",":SS","' format. The supported range is '1000-01-01 00:00:00' to '9999-12-31 23:59:59'.\""]}),"\n",(0,a.jsx)(n.h3,{id:"timestamp",children:"TIMESTAMP"}),"\n",(0,a.jsx)(n.p,{children:"The TIMESTAMP data type is used for values that contain both date and time parts. TIMESTAMP has a range of '1970-01-01 00:00:01' UTC to '2038-01-19 03:14:07' UTC.\""}),"\n",(0,a.jsx)(n.p,{children:'MySQL converts TIMESTAMP values from the current time zone to UTC for storage, and back from UTC to the current time zone for retrieval. (This does not occur for other types such as DATETIME.)".'}),"\n",(0,a.jsx)(n.h3,{id:"similarities-between-datetime--timestamp",children:"Similarities between DATETIME & TIMESTAMP"}),"\n",(0,a.jsxs)(n.ol,{children:["\n",(0,a.jsx)(n.li,{children:'Both store the data in the "YYYY-MM-DD HH:MM: SS" format.'}),"\n",(0,a.jsx)(n.li,{children:"Both include a date as well as a time part."}),"\n",(0,a.jsx)(n.li,{children:"Automatic initialization can happen for both."}),"\n",(0,a.jsx)(n.li,{children:"Both change the data while updating the record with current data time as per the constraint."}),"\n",(0,a.jsx)(n.li,{children:"Both can have fractional seconds part up to 6 digit microsecond precision."}),"\n"]}),"\n",(0,a.jsx)(n.h3,{id:"difference-between-datetime--timestamp",children:"Difference between DATETIME & TIMESTAMP"}),"\n",(0,a.jsxs)(n.ol,{children:["\n",(0,a.jsx)(n.li,{children:"Supported range for DATETIMEis '1000-01-01 00:00:00' to '9999-12-31 23:59:59' while for TIMESTAMP, it is '1970-01-01 00:00:01' UTC to '2038-01-09 03:14:07' UTC."}),"\n",(0,a.jsx)(n.li,{children:"Prior to MySQL 5.6.4, TIMESTAMP requires 4 bytes (+3 bytes for fractional seconds) to store the data while DATETIME requires 8 bytes (+3 bytes for fractional seconds)."}),"\n",(0,a.jsx)(n.li,{children:"As of MySQL 5.6.4, DATETIME requires 5 bytes + 3 additional bytes for fractional seconds data storing."}),"\n",(0,a.jsx)(n.li,{children:"In MySQL5+, TIMESTAMP value converts from the current time to UTC and vice-versa while DATETIME does not do any conversion."}),"\n",(0,a.jsx)(n.li,{children:"TIMESTAMP differs with current time zone settings while DATETIME remains constant."}),"\n",(0,a.jsx)(n.li,{children:"TIMESTAMP data can be indexed while the DATETIME data cannot."}),"\n",(0,a.jsx)(n.li,{children:"Queries with DATETIME will not be cached but queries with TIMESTAMP will be cached."}),"\n"]}),"\n",(0,a.jsx)(n.p,{children:(0,a.jsx)(n.a,{href:"https://www.youtube.com/watch?v=zrl_odkY5tI",children:"Datetime vs Timestamp datatype in databases - Which one is better and when? - YouTube"})}),"\n",(0,a.jsx)(n.p,{children:(0,a.jsx)(n.a,{href:"https://www.eversql.com/mysql-datetime-vs-timestamp-column-types-which-one-i-should-use",children:"https://www.eversql.com/mysql-datetime-vs-timestamp-column-types-which-one-i-should-use"})}),"\n",(0,a.jsx)(n.p,{children:(0,a.jsx)(n.a,{href:"https://stackoverflow.com/questions/409286/should-i-use-the-datetime-or-timestamp-data-type-in-mysql",children:"https://stackoverflow.com/questions/409286/should-i-use-the-datetime-or-timestamp-data-type-in-mysql"})}),"\n",(0,a.jsx)(n.p,{children:(0,a.jsx)(n.a,{href:"https://www.c-sharpcorner.com/article/difference-between-mysql-datetime-and-timestamp-datatypes",children:"https://www.c-sharpcorner.com/article/difference-between-mysql-datetime-and-timestamp-datatypes"})})]})}function T(e={}){const{wrapper:n}={...(0,i.a)(),...e.components};return n?(0,a.jsx)(n,{...e,children:(0,a.jsx)(E,{...e})}):E(e)}},511151:(e,n,t)=>{t.d(n,{Z:()=>l,a:()=>r});var a=t(667294);const i={},s=a.createContext(i);function r(e){const n=a.useContext(s);return a.useMemo((function(){return"function"==typeof e?e(n):{...n,...e}}),[n,e])}function l(e){let n;return n=e.disableParentContext?"function"==typeof e.components?e.components(i):e.components||i:r(e.components),a.createElement(s.Provider,{value:n},e.children)}}}]); \ No newline at end of file diff --git a/assets/js/5b447acd.8ef1bbee.js b/assets/js/5b447acd.8ef1bbee.js deleted file mode 100644 index 279760e0609..00000000000 --- a/assets/js/5b447acd.8ef1bbee.js +++ /dev/null @@ -1 +0,0 @@ -"use strict";(self.webpackChunkdeep_notes=self.webpackChunkdeep_notes||[]).push([[72075],{399752:(e,n,t)=>{t.r(n),t.d(n,{assets:()=>o,contentTitle:()=>r,default:()=>E,frontMatter:()=>s,metadata:()=>l,toc:()=>d});var a=t(785893),i=t(511151);const s={},r="Create Table",l={id:"languages/sql/ddl-data-definition-language/create-table",title:"Create Table",description:"CREATE TABLE",source:"@site/docs/languages/sql/ddl-data-definition-language/create-table.md",sourceDirName:"languages/sql/ddl-data-definition-language",slug:"/languages/sql/ddl-data-definition-language/create-table",permalink:"/languages/sql/ddl-data-definition-language/create-table",draft:!1,unlisted:!1,editUrl:"https://github.com/deepaksood619/deepaksood619.github.io/tree/master/docs/languages/sql/ddl-data-definition-language/create-table.md",tags:[],version:"current",lastUpdatedAt:1716554631,formattedLastUpdatedAt:"May 24, 2024",frontMatter:{},sidebar:"tutorialSidebar",previous:{title:"DDL - Data Definition Language",permalink:"/languages/sql/ddl-data-definition-language/"},next:{title:"Truncate vs Delete",permalink:"/languages/sql/ddl-data-definition-language/truncate-delete"}},o={},d=[{value:"CREATE TABLE",id:"create-table-1",level:2},{value:"How MySQL Does ALTER TABLE",id:"how-mysql-does-alter-table",level:3},{value:"Redshift",id:"redshift",level:3},{value:"Constraints",id:"constraints",level:2},{value:"Reference",id:"reference",level:2},{value:"Examples",id:"examples",level:2},{value:"Data Types",id:"data-types",level:2},{value:"DATETIME",id:"datetime",level:3},{value:"TIMESTAMP",id:"timestamp",level:3},{value:"Similarities between DATETIME & TIMESTAMP",id:"similarities-between-datetime--timestamp",level:3},{value:"Difference between DATETIME & TIMESTAMP",id:"difference-between-datetime--timestamp",level:3}];function T(e){const n={a:"a",code:"code",h1:"h1",h2:"h2",h3:"h3",li:"li",ol:"ol",p:"p",pre:"pre",ul:"ul",...(0,i.a)(),...e.components};return(0,a.jsxs)(a.Fragment,{children:[(0,a.jsx)(n.h1,{id:"create-table",children:"Create Table"}),"\n",(0,a.jsx)(n.h2,{id:"create-table-1",children:"CREATE TABLE"}),"\n",(0,a.jsx)(n.pre,{children:(0,a.jsx)(n.code,{className:"language-sql",children:"INT UNSIGNED\nINT(11) ZEROFILL\n\nCREATE TABLE table_name (column_1 datatype, column_2 datatype, column_3 datatype);\n\nCREATE TABLE celebs ( id INTEGER, name TEXT, age INTEGER );\n\nCREATE TABLE cron_migrate_data (id int NOT NULL auto_increment,\ntable_name varchar(100) NOT NULL,\nstart_date datetime NOT NULL,\nend_date datetime NOT NULL,\ns3_file_path varchar(200) NOT NULL,\nPRIMARY KEY (id));\n\nCREATE TABLE load_test (id int NOT NULL auto_increment,\n data_dump varchar(1000),\n dt_created datetime DEFAULT CURRENT_TIMESTAMP,\n PRIMARY KEY (id));\n\nCREATE TABLE load_test (id int NOT NULL auto_increment,\ndata_dump varchar(1000),\ncreate_date DATETIME NOT NULL DEFAULT CURRENT_TIMESTAMP,\nupdate_date DATETIME NOT NULL DEFAULT CURRENT_TIMESTAMP ON UPDATE CURRENT_TIMESTAMP,\nPRIMARY KEY (id));\n\nALTER TABLE communication_exceptions MODIFY create_date DATETIME NOT NULL DEFAULT CURRENT_TIMESTAMP;\nALTER TABLE communication_exceptions MODIFY update_date DATETIME NOT NULL DEFAULT CURRENT_TIMESTAMP ON UPDATE CURRENT_TIMESTAMP;\n\nALTER TABLE table_name ADD column datatype;\nALTER TABLE table_name ADD COLUMN column_name BOOLEAN;\nALTER TABLE st_quickwallet_payment DROP COLUMN payment_notes;\n\nALTER TABLE table_name MODIFY column_name datatype;\nALTER TABLE `cs_not_eligible` modify\n`update_date` timestamp NOT NULL DEFAULT CURRENT_TIMESTAMP ON UPDATE CURRENT_TIMESTAMP;\n\nALTER TABLE communication_exceptions MODIFY create_date DATETIME NOT NULL DEFAULT CURRENT_TIMESTAMP;\nALTER TABLE communication_exceptions MODIFY update_date DATETIME NOT NULL DEFAULT CURRENT_TIMESTAMP ON UPDATE CURRENT_TIMESTAMP;\n"})}),"\n",(0,a.jsx)(n.h3,{id:"how-mysql-does-alter-table",children:"How MySQL Does ALTER TABLE"}),"\n",(0,a.jsxs)(n.ol,{children:["\n",(0,a.jsx)(n.li,{children:"Lock the table"}),"\n",(0,a.jsx)(n.li,{children:"Make a new, empty the table like the original"}),"\n",(0,a.jsx)(n.li,{children:"Modify the columns of the new empty table"}),"\n",(0,a.jsx)(n.li,{children:"Copy all rows of data from original to new table.. no matter how long it takes"}),"\n",(0,a.jsx)(n.li,{children:"Swap the old and new tables"}),"\n",(0,a.jsx)(n.li,{children:"Unlock the tables & drop the original"}),"\n"]}),"\n",(0,a.jsx)(n.h3,{id:"redshift",children:"Redshift"}),"\n",(0,a.jsx)(n.pre,{children:(0,a.jsx)(n.code,{className:"language-sql",children:"CREATE TABLE public.test (id bigint identity(1, 1),\ncreated_at datetime default sysdate,\ncolumn_1 varchar,\n PRIMARY KEY (id));\n\nselect * from public.test limit 10;\n\ndrop table public.test;\n\nINSERT INTO public.test (column_1) Values ('Hello');\n\nf\"INSERT INTO public.test (column_1, created_at) Values ('Hello', {datetime.datetime.now()});\"\nINSERT INTO public.test (column_1, created_at) Values ('Hello', '2020-04-13 16:30:10.016741');\n"})}),"\n",(0,a.jsx)(n.p,{children:"Let's break down the components of a statement:"}),"\n",(0,a.jsxs)(n.ol,{children:["\n",(0,a.jsxs)(n.li,{children:["\n",(0,a.jsx)(n.p,{children:"CREATE TABLE is a clause. Clauses perform specific tasks in SQL. By convention, clauses are written in capital letters. Clauses can also be referred to as commands."}),"\n"]}),"\n",(0,a.jsxs)(n.li,{children:["\n",(0,a.jsx)(n.p,{children:"table_name refers to the name of the table that the command is applied to."}),"\n"]}),"\n",(0,a.jsxs)(n.li,{children:["\n",(0,a.jsx)(n.p,{children:"(column_1 data_type, column_2 data_type, column_3 data_type)is aparameter. A parameter is a list of columns, data types, or values that are passed to a clause as an argument. Here, the parameter is a list of column names and the associated data type."}),"\n"]}),"\n"]}),"\n",(0,a.jsx)(n.h2,{id:"constraints",children:"Constraints"}),"\n",(0,a.jsx)(n.p,{children:"Constraints that add information about how a column can be used are invoked after specifying the data type for a column. They can be used to tell the database to reject inserted data that does not adhere to a certain restriction. The statement below sets constraints on the celebs table."}),"\n",(0,a.jsx)(n.pre,{children:(0,a.jsx)(n.code,{className:"language-sql",children:"CREATE TABLE celebs (\n id INTEGER PRIMARY KEY,\n name TEXT UNIQUE,\n date_of_birth TEXT NOT NULL,\n date_of_death TEXT DEFAULT 'Not Applicable'\n);\n"})}),"\n",(0,a.jsxs)(n.ul,{children:["\n",(0,a.jsx)(n.li,{children:"PRIMARY KEY columns can be used to uniquely identify the row. Attempts to insert a row with an identical value to a row already in the table will result in a constraint violation which will not allow you to insert the new row."}),"\n",(0,a.jsx)(n.li,{children:"UNIQUE columns have a different value for every row. This is similar toPRIMARY KEY except a table can have many different UNIQUE columns."}),"\n",(0,a.jsx)(n.li,{children:"NOT NULL columns must have a value. Attempts to insert a row without a value for aNOT NULL column will result in a constraint violation and the new row will not be inserted."}),"\n",(0,a.jsx)(n.li,{children:"DEFAULT columns take an additional argument that will be the assumed value for an inserted row if the new row does not specify a value for that column."}),"\n"]}),"\n",(0,a.jsx)(n.h2,{id:"reference",children:"Reference"}),"\n",(0,a.jsx)(n.pre,{children:(0,a.jsx)(n.code,{className:"language-sql",children:"CREATE [TEMPORARY] TABLE [IF NOT EXISTS] tbl_name\n (create_definition,...)\n [table_options]\n [partition_options]\n\nCREATE [TEMPORARY] TABLE [IF NOT EXISTS] tbl_name\n [(create_definition,...)]\n [table_options]\n [partition_options]\n [IGNORE | REPLACE]\n [AS] query_expression\n\nCREATE [TEMPORARY] TABLE [IF NOT EXISTS] tbl_name\n { LIKE old_tbl_name | (LIKE old_tbl_name) }\n\ncreate_definition:\n col_name column_definition\n | {INDEX|KEY} [index_name] [index_type] (key_part,...)\n [index_option] ...\n | {FULLTEXT|SPATIAL} [INDEX|KEY] [index_name] (key_part,...)\n [index_option] ...\n | [CONSTRAINT [symbol]] PRIMARY KEY\n [index_type] (key_part,...)\n [index_option] ...\n | [CONSTRAINT [symbol]] UNIQUE [INDEX|KEY]\n [index_name] [index_type] (key_part,...)\n [index_option] ...\n | [CONSTRAINT [symbol]] FOREIGN KEY\n [index_name] (col_name,...)\n reference_definition\n | check_constraint_definition\n\ncolumn_definition:\n data_type [NOT NULL | NULL] [DEFAULT {literal | (expr)} ]\n [AUTO_INCREMENT] [UNIQUE [KEY]] [[PRIMARY] KEY]\n [COMMENT 'string']\n [COLLATE collation_name]\n [COLUMN_FORMAT {FIXED|DYNAMIC|DEFAULT}]\n [STORAGE {DISK|MEMORY}]\n [reference_definition]\n [check_constraint_definition]\n | data_type\n [COLLATE collation_name]\n [GENERATED ALWAYS] AS (expr)\n [VIRTUAL | STORED] [NOT NULL | NULL]\n [UNIQUE [KEY]] [[PRIMARY] KEY]\n [COMMENT 'string']\n [reference_definition]\n [check_constraint_definition]\n\ndata_type:\n (see Chapter 11, Data Types)\n\nkey_part: {col_name [(length)] | (expr)} [ASC | DESC]\n\nindex_type:\n USING {BTREE | HASH}\n\nindex_option:\n KEY_BLOCK_SIZE [=] value\n | index_type\n | WITH PARSER parser_name\n | COMMENT 'string'\n | {VISIBLE | INVISIBLE}\n\ncheck_constraint_definition:\n [CONSTRAINT [symbol]] CHECK (expr) [[NOT] ENFORCED]\n\nreference_definition:\n REFERENCES tbl_name (key_part,...)\n [MATCH FULL | MATCH PARTIAL | MATCH SIMPLE]\n [ON DELETE reference_option]\n [ON UPDATE reference_option]\n\nreference_option:\n RESTRICT | CASCADE | SET NULL | NO ACTION | SET DEFAULT\n\ntable_options:\n table_option [[,] table_option] ...\n\ntable_option:\n AUTO_INCREMENT [=] value\n | AVG_ROW_LENGTH [=] value\n | [DEFAULT] CHARACTER SET [=] charset_name\n | CHECKSUM [=] {0 | 1}\n | [DEFAULT] COLLATE [=] collation_name\n | COMMENT [=] 'string'\n | COMPRESSION [=] {'ZLIB'|'LZ4'|'NONE'}\n | CONNECTION [=] 'connect_string'\n | {DATA|INDEX} DIRECTORY [=] 'absolute path to directory'\n | DELAY_KEY_WRITE [=] {0 | 1}\n | ENCRYPTION [=] {'Y' | 'N'}\n | ENGINE [=] engine_name\n | INSERT_METHOD [=] { NO | FIRST | LAST }\n | KEY_BLOCK_SIZE [=] value\n | MAX_ROWS [=] value\n | MIN_ROWS [=] value\n | PACK_KEYS [=] {0 | 1 | DEFAULT}\n | PASSWORD [=] 'string'\n | ROW_FORMAT [=] {DEFAULT|DYNAMIC|FIXED|COMPRESSED|REDUNDANT|COMPACT}\n | STATS_AUTO_RECALC [=] {DEFAULT|0|1}\n | STATS_PERSISTENT [=] {DEFAULT|0|1}\n | STATS_SAMPLE_PAGES [=] value\n | TABLESPACE tablespace_name [STORAGE {DISK|MEMORY}]\n | UNION [=] (tbl_name[,tbl_name]...)\n\npartition_options:\n PARTITION BY\n { [LINEAR] HASH(expr)\n | [LINEAR] KEY [ALGORITHM={1|2}] (column_list)\n | RANGE{(expr) | COLUMNS(column_list)}\n | LIST{(expr) | COLUMNS(column_list)} }\n [PARTITIONS num]\n [SUBPARTITION BY\n { [LINEAR] HASH(expr)\n | [LINEAR] KEY [ALGORITHM={1|2}] (column_list) }\n [SUBPARTITIONS num]\n ]\n [(partition_definition [, partition_definition] ...)]\n\npartition_definition:\n PARTITION partition_name\n [VALUES\n {LESS THAN {(expr | value_list) | MAXVALUE}\n |\n IN (value_list)}]\n [[STORAGE] ENGINE [=] engine_name]\n [COMMENT [=] 'string' ]\n [DATA DIRECTORY [=] 'data_dir']\n [INDEX DIRECTORY [=] 'index_dir']\n [MAX_ROWS [=] max_number_of_rows]\n [MIN_ROWS [=] min_number_of_rows]\n [TABLESPACE [=] tablespace_name]\n [(subpartition_definition [, subpartition_definition] ...)]\n\nsubpartition_definition:\n SUBPARTITION logical_name\n [[STORAGE] ENGINE [=] engine_name]\n [COMMENT [=] 'string' ]\n [DATA DIRECTORY [=] 'data_dir']\n [INDEX DIRECTORY [=] 'index_dir']\n [MAX_ROWS [=] max_number_of_rows]\n [MIN_ROWS [=] min_number_of_rows]\n [TABLESPACE [=] tablespace_name]\n\nquery_expression:\n SELECT ... (Some valid select or union statement)\n"})}),"\n",(0,a.jsx)(n.p,{children:(0,a.jsx)(n.a,{href:"https://dev.mysql.com/doc/refman/8.0/en/create-table.html",children:"https://dev.mysql.com/doc/refman/8.0/en/create-table.html"})}),"\n",(0,a.jsx)(n.h2,{id:"examples",children:"Examples"}),"\n",(0,a.jsx)(n.pre,{children:(0,a.jsx)(n.code,{className:"language-sql",children:"CREATE TABLE `userDeviceSms` (\n `id` int NOT NULL AUTO_INCREMENT,\n `customer_id` int UNSIGNED DEFAULT NULL,\n `sender` varchar(225) DEFAULT NULL,\n `message` longtext,\n `message_type` varchar(15) DEFAULT NULL,\n `sms_time` datetime DEFAULT NULL,\n `create_date` datetime DEFAULT NULL,\n `device_id` varchar(80) DEFAULT NULL,\n `hash_key` varchar(200) DEFAULT NULL,\n `isMoved` tinyint(2) DEFAULT '0',\n `sub_sender` varchar(100) DEFAULT NULL,\n PRIMARY KEY (`id`),\n UNIQUE KEY `hash_key_UNIQUE` (`hash_key`),\n KEY `create_date` (`create_date`),\n KEY `sub_sender` (`sub_sender`),\n KEY `customer_id` (`customer_id`),\n KEY `userDeviceSms_sender_IDX` (`sender`) USING BTREE,\n KEY `isMoved` (`isMoved`),\n FULLTEXT KEY `message` (`message`)\n) ENGINE=InnoDB AUTO_INCREMENT=449506629 DEFAULT CHARSET=latin1\n\nCREATE TABLE `perfios_raw_data` (\n `id` int NOT NULL AUTO_INCREMENT,\n `customer_id` int(20) DEFAULT NULL,\n `loan_id` int DEFAULT NULL,\n `raw_data` mediumblob,\ncreate_date DATETIME NOT NULL DEFAULT CURRENT_TIMESTAMP,\nupdate_date DATETIME NOT NULL DEFAULT CURRENT_TIMESTAMP ON UPDATE CURRENT_TIMESTAMP,\n `status` tinyint(1) DEFAULT NULL,\n `perfios_count` int DEFAULT NULL,\n PRIMARY KEY (`id`),\n KEY `cust_id` (`customer_id`),\n KEY `loan_id` (`loan_id`),\n KEY `create_date` (`create_date`),\n KEY `status` (`status`)\n);\n\nCREATE TABLE `loc_imps_bank` (\n `id` int NOT NULL AUTO_INCREMENT,\n `customer_id` int NOT NULL,\n `loan_id` int NOT NULL,\n `final_disbursal_status` varchar(45) DEFAULT NULL,\n `bank_reference_number` varchar(45) DEFAULT NULL,\n `disbursal_error_status` varchar(255) DEFAULT NULL,\n `RESPONSE` varchar(45) DEFAULT NULL,\n `create_date` datetime DEFAULT CURRENT_TIMESTAMP,\n `update_date` datetime NOT NULL DEFAULT CURRENT_TIMESTAMP ON UPDATE CURRENT_TIMESTAMP,\n PRIMARY KEY (`id`),\n KEY `loan_id` (`loan_id`),\n KEY `bank_reference_number` (`bank_reference_number`),\n KEY `customer_id` (`customer_id`)\n);\n"})}),"\n",(0,a.jsx)(n.h2,{id:"data-types",children:"Data Types"}),"\n",(0,a.jsx)(n.h3,{id:"datetime",children:"DATETIME"}),"\n",(0,a.jsxs)(n.p,{children:["The DATETIME type is used for values that contain both date and time parts. MySQL retrieves and displays DATETIME values in 'YYYY-MM-DD HH:MM",":SS","' format. The supported range is '1000-01-01 00:00:00' to '9999-12-31 23:59:59'.\""]}),"\n",(0,a.jsx)(n.h3,{id:"timestamp",children:"TIMESTAMP"}),"\n",(0,a.jsx)(n.p,{children:"The TIMESTAMP data type is used for values that contain both date and time parts. TIMESTAMP has a range of '1970-01-01 00:00:01' UTC to '2038-01-19 03:14:07' UTC.\""}),"\n",(0,a.jsx)(n.p,{children:'MySQL converts TIMESTAMP values from the current time zone to UTC for storage, and back from UTC to the current time zone for retrieval. (This does not occur for other types such as DATETIME.)".'}),"\n",(0,a.jsx)(n.h3,{id:"similarities-between-datetime--timestamp",children:"Similarities between DATETIME & TIMESTAMP"}),"\n",(0,a.jsxs)(n.ol,{children:["\n",(0,a.jsx)(n.li,{children:'Both store the data in the "YYYY-MM-DD HH:MM: SS" format.'}),"\n",(0,a.jsx)(n.li,{children:"Both include a date as well as a time part."}),"\n",(0,a.jsx)(n.li,{children:"Automatic initialization can happen for both."}),"\n",(0,a.jsx)(n.li,{children:"Both change the data while updating the record with current data time as per the constraint."}),"\n",(0,a.jsx)(n.li,{children:"Both can have fractional seconds part up to 6 digit microsecond precision."}),"\n"]}),"\n",(0,a.jsx)(n.h3,{id:"difference-between-datetime--timestamp",children:"Difference between DATETIME & TIMESTAMP"}),"\n",(0,a.jsxs)(n.ol,{children:["\n",(0,a.jsx)(n.li,{children:"Supported range for DATETIMEis '1000-01-01 00:00:00' to '9999-12-31 23:59:59' while for TIMESTAMP, it is '1970-01-01 00:00:01' UTC to '2038-01-09 03:14:07' UTC."}),"\n",(0,a.jsx)(n.li,{children:"Prior to MySQL 5.6.4, TIMESTAMP requires 4 bytes (+3 bytes for fractional seconds) to store the data while DATETIME requires 8 bytes (+3 bytes for fractional seconds)."}),"\n",(0,a.jsx)(n.li,{children:"As of MySQL 5.6.4, DATETIME requires 5 bytes + 3 additional bytes for fractional seconds data storing."}),"\n",(0,a.jsx)(n.li,{children:"In MySQL5+, TIMESTAMP value converts from the current time to UTC and vice-versa while DATETIME does not do any conversion."}),"\n",(0,a.jsx)(n.li,{children:"TIMESTAMP differs with current time zone settings while DATETIME remains constant."}),"\n",(0,a.jsx)(n.li,{children:"TIMESTAMP data can be indexed while the DATETIME data cannot."}),"\n",(0,a.jsx)(n.li,{children:"Queries with DATETIME will not be cached but queries with TIMESTAMP will be cached."}),"\n"]}),"\n",(0,a.jsx)(n.p,{children:(0,a.jsx)(n.a,{href:"https://www.youtube.com/watch?v=zrl_odkY5tI",children:"Datetime vs Timestamp datatype in databases - Which one is better and when? - YouTube"})}),"\n",(0,a.jsx)(n.p,{children:(0,a.jsx)(n.a,{href:"https://www.eversql.com/mysql-datetime-vs-timestamp-column-types-which-one-i-should-use",children:"https://www.eversql.com/mysql-datetime-vs-timestamp-column-types-which-one-i-should-use"})}),"\n",(0,a.jsx)(n.p,{children:(0,a.jsx)(n.a,{href:"https://stackoverflow.com/questions/409286/should-i-use-the-datetime-or-timestamp-data-type-in-mysql",children:"https://stackoverflow.com/questions/409286/should-i-use-the-datetime-or-timestamp-data-type-in-mysql"})}),"\n",(0,a.jsx)(n.p,{children:(0,a.jsx)(n.a,{href:"https://www.c-sharpcorner.com/article/difference-between-mysql-datetime-and-timestamp-datatypes",children:"https://www.c-sharpcorner.com/article/difference-between-mysql-datetime-and-timestamp-datatypes"})})]})}function 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The better you communicate, the more intelligent you appear."}),"\n",(0,t.jsx)(n.p,{children:"The gift of a beginner is fresh eyes."}),"\n",(0,t.jsx)(n.p,{children:"The longer you're in a field, the harder it is to perceive new truths. Your mind is biased toward refining what you're already doing instead of exploring fresh terrain."}),"\n",(0,t.jsx)(n.p,{children:"Take your expertise and apply it to something new."}),"\n",(0,t.jsx)(n.h2,{id:"learning-pyramid",children:"Learning Pyramid"}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.img,{alt:"learning-pyramid",src:i(822219).Z+"",width:"1024",height:"819"})}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.img,{alt:"image",src:i(99683).Z+"",width:"1168",height:"890"})}),"\n",(0,t.jsx)(n.h2,{id:"collateral-knowledge",children:"Collateral Knowledge"}),"\n",(0,t.jsxs)(n.p,{children:["When one ",(0,t.jsx)(n.a,{href:"https://www.urbandictionary.com/define.php?term=searches",children:"searches"})," for answers regarding a ",(0,t.jsx)(n.a,{href:"https://www.urbandictionary.com/define.php?term=specific",children:"specific"})," subject, but ends up ",(0,t.jsx)(n.a,{href:"https://www.urbandictionary.com/define.php?term=learning",children:"learning"})," about several others in the process."]}),"\n",(0,t.jsxs)(n.p,{children:['Trying to find out how to pronounce "',(0,t.jsx)(n.a,{href:"https://www.urbandictionary.com/define.php?term=Boise",children:"Boise"}),'", but ended up also learning about the ',(0,t.jsx)(n.a,{href:"https://www.urbandictionary.com/define.php?term=molecular",children:"molecular"})," structure of a diamond lattice."]}),"\n",(0,t.jsx)(n.p,{children:"Everytime you get deep into topic, there comes a point where you are satisfied, from there you go back so that you can focus on your area"}),"\n",(0,t.jsx)(n.h2,{id:"get-a-coach",children:"Get a coach"}),"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsx)(n.li,{children:"Overload training"}),"\n",(0,t.jsx)(n.li,{children:"Underload training"}),"\n"]}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.a,{href:"https://360learning.com/blog/learning-theories",children:"https://360learning.com/blog/learning-theories"})}),"\n",(0,t.jsxs)(n.ol,{children:["\n",(0,t.jsx)(n.li,{children:"Cognitive Learning Theory"}),"\n",(0,t.jsx)(n.li,{children:"Behavioral Learning Theory"}),"\n",(0,t.jsx)(n.li,{children:"Constructivist Learning Theory"}),"\n",(0,t.jsx)(n.li,{children:"Connectivism Learning Theory"}),"\n",(0,t.jsx)(n.li,{children:"Adult Learning Theory"}),"\n",(0,t.jsx)(n.li,{children:"Transformative Learning"}),"\n",(0,t.jsx)(n.li,{children:"Learning Curve Theory"}),"\n",(0,t.jsx)(n.li,{children:"Lifelong Learning Theory"}),"\n",(0,t.jsx)(n.li,{children:"It all comes down to Collaborative Learning"}),"\n"]}),"\n",(0,t.jsx)(n.h2,{id:"mental-models",children:"Mental Models"}),"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsxs)(n.li,{children:["\n",(0,t.jsxs)(n.p,{children:[(0,t.jsx)(n.a,{href:"https://en.wikipedia.org/wiki/Practice_%28learning_method%29#Deliberate_practice",children:"Deliberate Practice"}),' - "How expert one becomes at a skill has more to do with how one practices than with merely performing a skill a large number of times."']}),"\n",(0,t.jsx)(n.p,{children:"The right sort of practice over a sufficient period of time leads to improvement. Nothing else."}),"\n"]}),"\n",(0,t.jsxs)(n.li,{children:["\n",(0,t.jsx)(n.p,{children:"Imposter Syndrome - \"High-achieving individuals marked by an inability to internalize their accomplishments and a persistent fear of being exposed as a 'fraud'.\""}),"\n"]}),"\n",(0,t.jsxs)(n.li,{children:["\n",(0,t.jsxs)(n.p,{children:[(0,t.jsx)(n.a,{href:"https://en.wikipedia.org/wiki/Spacing_effect",children:"Spacing Effect"}),' - "The phenomenon whereby learning is greater when studying is spread out over time, as opposed to studying the same amount of time in a single session."']}),"\n"]}),"\n"]}),"\n",(0,t.jsx)(n.h2,{id:"memory-types",children:"Memory Types"}),"\n",(0,t.jsx)(n.h3,{id:"retrospective-memory---remembering-the-past",children:"Retrospective Memory - Remembering the past"}),"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsxs)(n.li,{children:["By Content","\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsx)(n.li,{children:"Implicit Memory / skill memory"}),"\n"]}),"\n"]}),"\n"]}),"\n",(0,t.jsx)(n.p,{children:"The ability to do a task (brushing teeth)"}),"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsxs)(n.li,{children:["\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.strong,{children:"Declarative / Explicit"})}),"\n"]}),"\n",(0,t.jsxs)(n.li,{children:["\n",(0,t.jsx)(n.p,{children:"Semantic - Memory of facts and meaning"}),"\n"]}),"\n",(0,t.jsxs)(n.li,{children:["\n",(0,t.jsx)(n.p,{children:"Episodic - Memory from events"}),"\n",(0,t.jsx)(n.p,{children:"Experiences you've had"}),"\n"]}),"\n",(0,t.jsxs)(n.li,{children:["\n",(0,t.jsx)(n.p,{children:"By Duration"}),"\n"]}),"\n",(0,t.jsxs)(n.li,{children:["\n",(0,t.jsxs)(n.p,{children:[(0,t.jsx)(n.strong,{children:"Working Memory -"}),' What you can "keep in mind" at the same time, to think, reason and solve problems.']}),"\n"]}),"\n"]}),"\n",(0,t.jsx)(n.p,{children:"Can be divided into 4 components"}),"\n",(0,t.jsxs)(n.ol,{children:["\n",(0,t.jsxs)(n.li,{children:[(0,t.jsx)(n.strong,{children:"Phonological loop -"})," stores sounds including words, digits, sentences"]}),"\n",(0,t.jsxs)(n.li,{children:[(0,t.jsx)(n.strong,{children:"Visuospatial sketchpad -"})," stores images of objects"]}),"\n",(0,t.jsxs)(n.li,{children:[(0,t.jsx)(n.strong,{children:"Central executive -"})," directs attention and manipulates information"]}),"\n",(0,t.jsx)(n.li,{children:(0,t.jsx)(n.strong,{children:"Episodic buffer"})}),"\n"]}),"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsx)(n.li,{children:"Long-term Memory -- Anything you remember longer than a moment--what you ate for breakfast, exam questions or your friend's birthday."}),"\n"]}),"\n",(0,t.jsx)(n.h3,{id:"prospective-memory---reminding-yourself-to-do-something-in-the-future",children:"Prospective Memory - Reminding yourself to do something in the future"}),"\n",(0,t.jsx)(n.p,{children:"Remember to describe doing the task as vividly as possible, like passing through a library."}),"\n",(0,t.jsx)(n.h2,{id:"encoding-putting-memories-into-brain",children:"Encoding: Putting Memories into Brain"}),"\n",(0,t.jsx)(n.h2,{id:"questions-to-ask-while-studying",children:"Questions to ask while studying"}),"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsx)(n.li,{children:"How does this concept related to the other?"}),"\n",(0,t.jsx)(n.li,{children:"What are the implications of this concept for...?"}),"\n",(0,t.jsx)(n.li,{children:"Why does it make sense that...?"}),"\n",(0,t.jsx)(n.li,{children:"What are the steps that I must take to solve this problem?"}),"\n"]}),"\n",(0,t.jsx)(n.h2,{id:"recommendations",children:"Recommendations"}),"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsx)(n.li,{children:"Take structured notes (whatever suits you best: hierarchical, flow- based, mind-maps, etc.)"}),"\n",(0,t.jsx)(n.li,{children:"Do not memorize lecturer's or textbook phrases, explain concepts to yourself in your own words"}),"\n",(0,t.jsx)(n.li,{children:"When taking notes, avoid copying information word-for-word (verbatim). Use your own phrasing instead."}),"\n"]}),"\n",(0,t.jsx)(n.p,{children:"Lecturer - Negative reinforcement occurs when an aversive stimulus is removed to reinforce a behavior"}),"\n",(0,t.jsx)(n.p,{children:"Notes - Negative reinforcement is like when something becomes less painful, so you do it more, Like the time I prepared for that 10k run"}),"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsx)(n.li,{children:"Avoid taking notes on a computer. Take handwritten notes instead."}),"\n",(0,t.jsx)(n.li,{children:"Exocortex (An Exocortex is a theoretical augmentation to a person's brain. It's basically extra functions and memory you could add to a brain to make people smarter)"}),"\n",(0,t.jsx)(n.li,{children:"Knowledge notebook/personal wiki"}),"\n",(0,t.jsx)(n.li,{children:"SQ3R method (Pragmatic Thinking and Learning book) - Scan, Question, Read, Record, Review"}),"\n"]}),"\n",(0,t.jsx)(n.h2,{id:"transfer-appropriate-processing",children:"Transfer-appropriate processing"}),"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsx)(n.li,{children:"A trick to remembering is to practice as close as possible to the state of use/test/exam. Means it must closely resemble the use."}),"\n"]}),"\n",(0,t.jsx)(n.p,{children:"Like you can read everything about cycling, but you cannot cycle until you practice cycling"}),"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsxs)(n.li,{children:["In summary, if you are going to take a test of a particular format (such as an essay format), the best approach is to reap the benefits of multi- ple strategies. Whereas practicing with the final test format will teach you to processes the material in the way required by the test, recall will lead to most effective encoding. Therefore, ideally you should:","\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsx)(n.li,{children:"Spend about 1/4 of your time practicing with the final test format (e.g. multiple choice)"}),"\n",(0,t.jsx)(n.li,{children:"Spend the remaining 3/4 practicing with recall combined with deep-processing techniques"}),"\n"]}),"\n"]}),"\n"]}),"\n",(0,t.jsx)(n.h2,{id:"state-dependence",children:"State Dependence"}),"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsx)(n.li,{children:"Spend at least 1/4 of your study time simulating the state you will likely be in during your exam (e.g. sit at a desk, time your answers)"}),"\n",(0,t.jsx)(n.li,{children:"Study regardless of your mental/physical state (in different moods,\nwith different energy levels, etc.)"}),"\n"]}),"\n",(0,t.jsx)(n.h2,{id:"context-dependence",children:"Context Dependence"}),"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsx)(n.li,{children:"For 1/2 of your study time, simulate the environmental conditions of your test (a noisy/quiet environment, similar distractions, people around)"}),"\n",(0,t.jsx)(n.li,{children:"For the other 1/2, alternate rooms, places and conditions as you study"}),"\n",(0,t.jsxs)(n.li,{children:["Test yourself with different kinds of practice questions - what-questions","\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsx)(n.li,{children:"why-questions"}),"\n",(0,t.jsx)(n.li,{children:"how-questions"}),"\n"]}),"\n"]}),"\n",(0,t.jsx)(n.li,{children:"Make use of minimal context for flashcards, or if possible, try differ- ent ways of asking yourself questions to maximize your flexibility."}),"\n"]}),"\n",(0,t.jsx)(n.h2,{id:"retainingstorage-keeping-memories-in-the-brain",children:"Retaining/Storage: Keeping Memories in the Brain"}),"\n",(0,t.jsxs)(n.p,{children:["Forgetting can be caused by two different processes. The first is a ",(0,t.jsx)(n.strong,{children:"failure of storage"})," -the information might be forgotten because our brain loses it over time. The second is a ",(0,t.jsx)(n.strong,{children:"failure of retrieval"}),' -the information might be "in" there, but we can\'t access it.']}),"\n",(0,t.jsx)(n.h2,{id:"trace-decay",children:"Trace Decay"}),"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsx)(n.li,{children:"Memories follow an exponential decay curve, it fades fast just after studying something and began to slow down after 2 days"}),"\n",(0,t.jsx)(n.li,{children:"Spend about 1/10 of your study time revising old material"}),"\n",(0,t.jsx)(n.li,{children:"Insert brief periods of revision of old material into the study of new material"}),"\n"]}),"\n",(0,t.jsx)(n.h2,{id:"consolidation-and-sleep",children:"Consolidation and Sleep"}),"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsxs)(n.li,{children:["\n",(0,t.jsx)(n.p,{children:"Although some consolidation occurs during wakefulness, the primary time for consolidation is sleep."}),"\n"]}),"\n",(0,t.jsxs)(n.li,{children:["\n",(0,t.jsx)(n.p,{children:"Napping during the day will protect your memory from trace decay and interference due to sleep-induced consolidation processes. (90 minutes cycle)"}),"\n"]}),"\n",(0,t.jsxs)(n.li,{children:["\n",(0,t.jsx)(n.p,{children:"Take a 20-minute nap to restore your energy."}),"\n"]}),"\n",(0,t.jsxs)(n.li,{children:["\n",(0,t.jsx)(n.p,{children:"Take a 90-minute nap after a study session to consolidate your memory."}),"\n"]}),"\n",(0,t.jsxs)(n.li,{children:["\n",(0,t.jsx)(n.p,{children:"Schedule your study sessions before sleep to reap the full benefits of consolidation."}),"\n"]}),"\n"]}),"\n",(0,t.jsx)(n.h2,{id:"interference-does-learning-new-things-block-your-old-memories",children:"Interference: Does learning new things block your old memories?"}),"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsx)(n.li,{children:"Research has found that the only way to overcome blocking interference is by making conscious effort to recover the correct memory trace (and have patience as this may take some time). Interference may, however, also cause a permanent loss of memory. Scientists who study memory call this the retrieval-induced forgetting effect (RIF)."}),"\n",(0,t.jsxs)(n.li,{children:["Re-study concepts that you confuse","\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsx)(n.li,{children:"Use comparing and contrasting to find differences between the\nconcepts"}),"\n",(0,t.jsx)(n.li,{children:"Integrate the concepts (find the relations between them)"}),"\n"]}),"\n"]}),"\n",(0,t.jsx)(n.li,{children:"Aim for mastery in a subject, do not pay attention to other people's performance"}),"\n"]}),"\n",(0,t.jsx)(n.h2,{id:"spacing-effect",children:"Spacing effect"}),"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsx)(n.li,{children:"Avoid massed studying (i.e. many hours in one session)"}),"\n",(0,t.jsx)(n.li,{children:"Divide your study sessions into smaller blocks spread out over lon-\nger periods of time"}),"\n",(0,t.jsx)(n.li,{children:"The distance between study sessions should be about 10-20% of the\ntest delay (e.g. for a test in 10 days, study once a day)"}),"\n",(0,t.jsx)(n.li,{children:"Schedule your revision of each concept/topic to about the time that you would forget it (this needs self-experimentation as there is no formula to calculate this precisely)"}),"\n",(0,t.jsx)(n.li,{children:"Consider using a flashcards program (Anki, Quizlet, Supermemo)"}),"\n",(0,t.jsx)(n.li,{children:(0,t.jsx)(n.a,{href:"https://www.freecodecamp.org/news/supercharged-studying-with-python-anki-chatgpt/",children:"How to Supercharge Your Studying with Python, Anki, and ChatGPT"})}),"\n",(0,t.jsx)(n.li,{children:(0,t.jsx)(n.a,{href:"https://www.youtube.com/watch?v=4Mc_e-kRjOs",children:"Image Occlusion, Heatmap, Cloze Overlapper - Glutanimate - Anki Dev (The Accelerated Learning Canon) - YouTube"})}),"\n"]}),"\n",(0,t.jsx)(n.h2,{id:"retrieval-accessing-memories-from-the-brain",children:"Retrieval: Accessing Memories from the Brain"}),"\n",(0,t.jsx)(n.p,{children:"Spreading activation: Gain quick access to your memory"}),"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsx)(n.li,{children:"When learning a new concept, connect it to the things that you al- ready know"}),"\n",(0,t.jsx)(n.li,{children:"The more connections you make between the new concept and old concepts, the more easily it will be to remember the new concept"}),"\n"]}),"\n",(0,t.jsx)(n.p,{children:"Retrieval failure: What to do if you get stuck in an exam"}),"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsxs)(n.li,{children:["\n",(0,t.jsx)(n.p,{children:"To better remember to do something in a particular place and time in the future, visualize yourself vividly doing it (e.g. imagine your- self passing the library and returning the book)"}),"\n"]}),"\n",(0,t.jsxs)(n.li,{children:["\n",(0,t.jsx)(n.p,{children:"visualize the details of the context where you need to remember"}),"\n"]}),"\n"]}),"\n",(0,t.jsx)(n.p,{children:"the intention (objects, buildings, people)"}),"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsx)(n.li,{children:"If you cannot remember a particular concept that you studied"}),"\n"]}),"\n",(0,t.jsx)(n.p,{children:"during your exam:"}),"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsx)(n.li,{children:"Actively remember as many concepts as possible which are relat-\ned to this concept"}),"\n",(0,t.jsx)(n.li,{children:"Actively remember as many concepts as possible which you stud-\nied before and after this concept"}),"\n",(0,t.jsx)(n.li,{children:"Visualize yourself in the context of studying (sitting at the desk\nin your room, etc.)"}),"\n",(0,t.jsx)(n.li,{children:"Try to remember what time and where you studied the concept,\nwhat kind of mood you were in and what had happened on that day"}),"\n"]}),"\n",(0,t.jsx)(n.p,{children:"Practice test: The most powerful technique for boosting memory"}),"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsx)(n.li,{children:"Avoid learning strategies based on recognition (reviewing/re-reading of textbook chapters/notes, highlighting, summarizing)"}),"\n",(0,t.jsxs)(n.li,{children:["Revise with practice tests / questions to achieve the best results in your tests and exams","\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsx)(n.li,{children:"Use free recall (questions/tasks with no hints or options to\nchoose from)"}),"\n",(0,t.jsx)(n.li,{children:"Practice with recognition questions (such as multiple-choice)\nonly if your test will also be multiple-choice (see transfer-appro-\npriate processing) and for 1/4 of your study time only"}),"\n",(0,t.jsx)(n.li,{children:"Selectively re-read only the material that you cannot remember"}),"\n",(0,t.jsx)(n.li,{children:"Get immediate or delayed feedback on your answers Revise with\npractice tests / questions to achieve the best results in your tests and exams"}),"\n"]}),"\n"]}),"\n"]}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.a,{href:"https://www.scotthyoung.com/blog/2019/02/15/memory",children:"https://www.scotthyoung.com/blog/2019/02/15/memory"})}),"\n",(0,t.jsx)(n.h2,{id:"hebbian-theory---neurons-that-fire-together-wire-together",children:"Hebbian Theory - Neurons that fire together, wire together"}),"\n",(0,t.jsx)(n.p,{children:"Use it or lose it"}),"\n",(0,t.jsx)(n.p,{children:"Neurons that fall out of sync lose their link"}),"\n",(0,t.jsx)(n.h2,{id:"learning-how-to-learn",children:"Learning How to Learn"}),"\n",(0,t.jsx)(n.h2,{id:"key-points",children:"Key Points"}),"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsx)(n.li,{children:(0,t.jsx)(n.strong,{children:"Focused and Diffused Brain"})}),"\n",(0,t.jsx)(n.li,{children:(0,t.jsx)(n.strong,{children:"Pomodoro Technique"})}),"\n",(0,t.jsx)(n.li,{children:(0,t.jsx)(n.strong,{children:"Spaced Repitition"})}),"\n",(0,t.jsx)(n.li,{children:(0,t.jsx)(n.strong,{children:"A Good Sleep"})}),"\n"]}),"\n",(0,t.jsx)(n.h3,{id:"introduction-to-focused-and-diffused-brain",children:"Introduction to Focused and Diffused Brain"}),"\n",(0,t.jsx)(n.p,{children:"We have 2 modes of thinking: focused (highly intensive mental processes when you are acutely aware of what you are thinking), and diffuse (a more relaxed mental process associated with sub-conscious thinking)"}),"\n",(0,t.jsx)(n.p,{children:"Sometimes the first solution found prevents you from seeing a wider range of possible solutions. To sidestep that, repeatedly intersperse short periods of intense focus on new information with periods of relaxed diffuse thinking."}),"\n",(0,t.jsx)(n.h2,{id:"key-points-1",children:"Key Points"}),"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsxs)(n.li,{children:["Should be able to switch back and forth between focused and diffused mode","\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsx)(n.li,{children:"Pinball anology (tightly packed pinballs and loosely packed pinballs)"}),"\n",(0,t.jsx)(n.li,{children:"Eisten and salvador both let there mind wander and have a ball bearing and keys respectively in their hands and when they go to sleep, it falls and due to noise they wake up and work again in focused mode."}),"\n"]}),"\n"]}),"\n",(0,t.jsx)(n.li,{children:"Learning something difficult takes time (a little bit of it everyday)"}),"\n",(0,t.jsx)(n.li,{children:"Metaphors and analogies are a powerful technique to learn"}),"\n",(0,t.jsx)(n.li,{children:"Mind Maps (find on internet what mindmaps are available)"}),"\n"]}),"\n",(0,t.jsx)(n.h2,{id:"what-is-learning",children:"What is Learning?"}),"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsx)(n.li,{children:"Dendrites of nerurons form new synapses when we learn something new."}),"\n",(0,t.jsx)(n.li,{children:"Brain is highly flexible and always growing"}),"\n",(0,t.jsx)(n.li,{children:"We can tap in the power of unconsious mind and sleep to help us to learn something new."}),"\n",(0,t.jsx)(n.li,{children:"There are a million billion synapses in our brain"}),"\n"]}),"\n",(0,t.jsx)(n.h2,{id:"introduction-to-memory",children:"Introduction to memory"}),"\n",(0,t.jsx)(n.p,{children:"Two major memory system"}),"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsx)(n.li,{children:"Long term memory (like a storage warehouse)"}),"\n",(0,t.jsxs)(n.li,{children:["Working memory (centered our of prefrontal cortex but have links to other parts of the brain to retrieve from Long term memory)","\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsx)(n.li,{children:"Can only hold 4 chunks of information"}),"\n"]}),"\n"]}),"\n"]}),"\n",(0,t.jsx)(n.h2,{id:"spaced-repetition",children:"Spaced repetition"}),"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsx)(n.li,{children:"repeating a vocabulary word or concept over days"}),"\n",(0,t.jsx)(n.li,{children:"Builds stronger neural structures by repeating them over a number of days"}),"\n",(0,t.jsx)(n.li,{children:"Recalling is very important part of learning and making it permanent"}),"\n"]}),"\n",(0,t.jsx)(n.h2,{id:"boost-learning-speed",children:"Boost Learning Speed"}),"\n",(0,t.jsxs)(n.ol,{children:["\n",(0,t.jsxs)(n.li,{children:["Learners proficient in ",(0,t.jsx)(n.strong,{children:"fast-paced games"})," are significantly faster at performing new cognitive tasks."]}),"\n",(0,t.jsxs)(n.li,{children:["By ",(0,t.jsx)(n.strong,{children:"pretending you are teaching something to someone"})," using simple language, you understand it better."]}),"\n",(0,t.jsxs)(n.li,{children:[(0,t.jsx)(n.strong,{children:"Bilingual people may have a leg up"})," when it comes to ",(0,t.jsx)(n.strong,{children:"understanding new things"}),"and processing information, regardless of the learned language."]}),"\n",(0,t.jsxs)(n.li,{children:[(0,t.jsx)(n.strong,{children:"Learning new material right before sleeping"})," provides a significant retention advantage."]}),"\n",(0,t.jsxs)(n.li,{children:["Establishing as many connections as possible is an effective way to learn, and the best way to do that is to ",(0,t.jsx)(n.strong,{children:"relate new information to known information."})]}),"\n",(0,t.jsxs)(n.li,{children:["The brain processes visual information faster than text. ",(0,t.jsx)(n.strong,{children:"Include relevant visuals (charts, symbols, diagrams...) with learning materialsto improve retention."})]}),"\n"]}),"\n",(0,t.jsx)(n.p,{children:'"One must learn by doing the thing; for though you think you know it, you have no certainty, until you try." - Sophocles'}),"\n",(0,t.jsx)(n.p,{children:'We often avoid taking action because we think "I need to learn more," but the best way to learn is often by taking action.'}),"\n",(0,t.jsx)(n.p,{children:"The teacher learns more than the student."}),"\n",(0,t.jsx)(n.p,{children:"The author learns more than the reader."}),"\n",(0,t.jsx)(n.p,{children:"The speaker learns more than the attendee."}),"\n",(0,t.jsx)(n.p,{children:"The way to learn is by doing."}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.a,{href:"https://deepstash.com/article/3352/quotes-to-inspire-you-to-never-stop-learning",children:"https://deepstash.com/article/3352/quotes-to-inspire-you-to-never-stop-learning"})}),"\n",(0,t.jsx)(n.h2,{id:"need-for-cognition-nfc",children:"Need For Cognition (NFC)"}),"\n",(0,t.jsxs)(n.p,{children:["NFC is a personality trait used in psychology to describe how inclined an individual is to seek effortful mental activities like puzzles, complex concepts, or problem-solving. The ",(0,t.jsx)(n.a,{href:"https://dictionary.apa.org/need-for-cognition",children:"APA"}),"(American Psychological Association) gives a slightly more in-depth description:"]}),"\n",(0,t.jsx)(n.p,{children:"\"A personality trait reflecting a person's tendency to enjoy engaging in extensive cognitive activity. This trait primarily reflects a person's motivation to engage in cognitive activity rather than his or her actual ability to do so. Individuals high in need for cognition tend to develop attitudes or take action based on thoughtful evaluation of information.\""}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.a,{href:"https://centerofinquiry.org/uncategorized/need-for-cognition-scale-wabash-national-study",children:"https://centerofinquiry.org/uncategorized/need-for-cognition-scale-wabash-national-study"})}),"\n",(0,t.jsx)(n.h2,{id:"curiosity",children:"Curiosity"}),"\n",(0,t.jsx)(n.p,{children:"Curiosity is a function of overcoming fear. Fear of being wrong. Fear of being right. Fear of being different. If you don't have the guts to think about really bad ideas, you'll never have the opportunity to execute brilliant ones."}),"\n",(0,t.jsx)(n.h3,{id:"diversive-curiosity",children:"Diversive curiosity"}),"\n",(0,t.jsx)(n.p,{children:"Diversive curiosity is the fleeting desire to explore novel things. It is the impulse that drives us to endlessly scroll Twitter, flip through People Magazine, or click on a headline, but it doesn't engage us in deeper exploration"}),"\n",(0,t.jsx)(n.h3,{id:"empathic-curiosity",children:"Empathic curiosity"}),"\n",(0,t.jsx)(n.p,{children:"Empathic curiosity is the 'curiosity about the thoughts and feelings of other people.' This is the curiosity that pushes us to truly empathize with someone and \"put ourselves in their shoes.\""}),"\n",(0,t.jsx)(n.h3,{id:"epistemic-curiosity",children:"Epistemic curiosity"}),"\n",(0,t.jsx)(n.p,{children:'This is the ideal type of curiosity according to Leslie, and the one we should all be cultivating in ourselves, and in our learners: "Epistemic curiosity represents the deepening of a simple seeking of newness into a directed attempt to build understanding. It\'s what happens when diverse curiosity grows up."'}),"\n",(0,t.jsxs)(n.p,{children:["Dr. Litman further splintered epistemic curiosity into two additional types:",(0,t.jsx)(n.a,{href:"http://drjlitman.net/wp-content/uploads/2013/11/Litman-2007-invited-chapter.pdf",children:"Intellectual Interest curiosity (type I) and Informational Deprivation curiosity (type D)"}),". The former refers to curiosity that drives one 'to learn something that may be entertaining or amusing,' while the latter 'is activated in situations when individuals feel they are lacking information that is considered essential to improving their understanding.'"]}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.a,{href:"https://360learning.com/blog/need-for-cognition",children:"https://360learning.com/blog/need-for-cognition"})}),"\n",(0,t.jsx)(n.h2,{id:"learning-styles-vark---it-doesnt-work",children:"Learning Styles (VARK) - It doesn't work"}),"\n",(0,t.jsx)(n.h2,{id:"it-depends-on-what-are-you-learning",children:"It depends on what are you learning"}),"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsx)(n.li,{children:"Visual"}),"\n",(0,t.jsx)(n.li,{children:"Auditory"}),"\n",(0,t.jsx)(n.li,{children:"Reading/Writing"}),"\n",(0,t.jsx)(n.li,{children:"Kinesthetic"}),"\n"]}),"\n",(0,t.jsx)(n.h2,{id:"andragogy-adult-learning-theory",children:"Andragogy (Adult Learning Theory)"}),"\n",(0,t.jsx)(n.p,{children:"Adults don't learn the same way children do (pedagogy)"}),"\n",(0,t.jsx)(n.p,{children:"Adult Learning Theory is a set of guiding principles that explain how adults learn, in contrast to how children learn."}),"\n",(0,t.jsx)(n.h2,{id:"6-principles-of-knowles-adult-learning-theory",children:"6 principles of Knowles' Adult Learning Theory"}),"\n",(0,t.jsx)(n.p,{children:"Knowles organized his theory around six assumptions that distinguished the novel andragogy from pedagogy:"}),"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsxs)(n.li,{children:["\n",(0,t.jsxs)(n.p,{children:["The need to know",":Adults"," must understand the utility of the material they're learning. Children are told to learn for the sake of it, and only what the teacher deems necessary. This means it's often the trainer's role to guide an adult learner to seeing that a skill gap, or a 'need to know,' exists."]}),"\n"]}),"\n",(0,t.jsxs)(n.li,{children:["\n",(0,t.jsxs)(n.p,{children:["Learner's self-concept",":Adult"," learners do not like feeling imposed upon by a trainer, or that they aren't in control of their own learning. In classrooms, however, teachers are undoubtedly the ones in charge."]}),"\n"]}),"\n",(0,t.jsxs)(n.li,{children:["\n",(0,t.jsxs)(n.p,{children:["The role of the learner's experiences",":Adults"," bring more experiences to a learning environment than do children. This means that a group of adults will contain more varied backgrounds, and so teaching should be more individualized. It also means that they can more actively participate as sources of knowledge."]}),"\n"]}),"\n",(0,t.jsxs)(n.li,{children:["\n",(0,t.jsxs)(n.p,{children:["Readiness to learn",":Children"," are 'ready to learn' when teachers tell them they have learned enough to move to the next grade. For adults, learning should coincide with a developmental stage in their personal or work lives."]}),"\n"]}),"\n",(0,t.jsxs)(n.li,{children:["\n",(0,t.jsxs)(n.p,{children:["Orientation to learning",":Adults"," approach learning as a way to solve a problem in real-world contexts, and are more receptive to learning when material is applied to real-life situations. Children, on the other hand, are expected to learn material for the sake of it."]}),"\n"]}),"\n",(0,t.jsxs)(n.li,{children:["\n",(0,t.jsxs)(n.p,{children:["Motivation",":Adults"," are more motivated by internal factors, like a desire for higher self-esteem, than external ones, like a pay raise. Children are motivated primarily by external factors, like achieving a good grade or avoiding a parental reprimand."]}),"\n"]}),"\n"]}),"\n",(0,t.jsx)(n.p,{children:"Adult Learning Theory in practice"}),"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsx)(n.li,{children:"Use a bottom-up approach to training needs analysis"}),"\n",(0,t.jsx)(n.li,{children:"Decentralize course creation"}),"\n",(0,t.jsx)(n.li,{children:"Embrace self-directed learning"}),"\n"]}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.a,{href:"https://360learning.com/blog/adult-learning-theory",children:"https://360learning.com/blog/adult-learning-theory"})}),"\n",(0,t.jsx)(n.h2,{id:"forgetting-curve",children:"Forgetting Curve"}),"\n",(0,t.jsx)(n.p,{children:"Our memories have a forgetting curve, and unless we review what we see or learn, most of the content is forgotten in 24 hours, and the rest in the following days."}),"\n",(0,t.jsx)(n.p,{children:"Due to the internet, our recall memory has become less necessary, because now we don't need to remember information to recall it. Recognition memory is more important with recall memory fading away due to it being externalized."}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.img,{alt:"curve of forgetting",src:i(72671).Z+"",width:"500",height:"231"})}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.a,{href:"../../book-summaries/the-knowledge-illusion",children:"The Knowledge Illusion"})}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.a,{href:"https://youtu.be/s6OmqXCsYt8",children:"Japan's ancient secret to better cognitive memory - BBC REEL"})}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.a,{href:"https://uwaterloo.ca/campus-wellness/curve-forgetting",children:"Curve of Forgetting | Campus Wellness | University of Waterloo"})}),"\n",(0,t.jsx)(n.h2,{id:"sq3r--sq4r-survey-question-read-respond-record-and-review",children:"SQ3R / SQ4R (Survey, Question, Read, Respond, Record and Review)"}),"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsx)(n.li,{children:"SQ4R is a method of reading and studying textbooks."}),"\n",(0,t.jsx)(n.li,{children:"When using this method, complete all the steps initially, then choose which are most effective for you and your courses."}),"\n",(0,t.jsx)(n.li,{children:"The SQ4R method may seem time consuming at first, but it's an effective method for reading, understanding, and remembering information from your textbooks."}),"\n"]}),"\n",(0,t.jsx)(n.h2,{id:"what-are-the-benefits-of-using-sq4r",children:"What are the benefits of using SQ4R?"}),"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsx)(n.li,{children:"It's an active learning strategy that can be adapted to suit an individual's study preferences."}),"\n",(0,t.jsx)(n.li,{children:"It provides a strategy to retain a lot of factual detail, reducing the amount of information that has to be relearned for exams."}),"\n",(0,t.jsx)(n.li,{children:"It prompts the creation of study material to be used when preparing for exams."}),"\n",(0,t.jsx)(n.li,{children:"It helps to identify errors or areas of confusion."}),"\n"]}),"\n",(0,t.jsx)(n.h3,{id:"step-1-survey-the-textbook-and-chapters",children:"Step 1: Survey the textbook and chapters"}),"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsx)(n.li,{children:"Read the preface and introduction to the text, and browse through the table of contents and the index. This will describe the main topics and the basic organizational structure of the book."}),"\n",(0,t.jsx)(n.li,{children:"Read the introduction and conclusion in each chapter and subsection."}),"\n",(0,t.jsx)(n.li,{children:"Scan the titles and subtitles. Study the pictures, charts, or graphs."}),"\n",(0,t.jsx)(n.li,{children:"Read the summary and any chapter questions."}),"\n"]}),"\n",(0,t.jsx)(n.h3,{id:"step-2-start-with-a-question",children:"Step 2: Start with a question"}),"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsx)(n.li,{children:"Take the section title, subtitle, or the first sentence of each paragraph and turn it into a question."}),"\n",(0,t.jsx)(n.li,{children:'For example: "Functions of the spinal cord" becomes "What are the functions of the spinal cord?"'}),"\n"]}),"\n",(0,t.jsx)(n.h3,{id:"step-3-read-actively",children:"Step 3: Read actively"}),"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsx)(n.li,{children:'Read carefully and actively by creating a "dialogue" with the text.'}),"\n",(0,t.jsx)(n.li,{children:"Try to find the answer to the question you created, and ask questions as you read."}),"\n",(0,t.jsx)(n.li,{children:"Be careful not to skim the text looking for the answer, as you might miss other important information."}),"\n"]}),"\n",(0,t.jsx)(n.h3,{id:"step-4-respond-to-your-question",children:"Step 4: Respond to your question"}),"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsx)(n.li,{children:"Close the textbook and answer the question you created in your own words."}),"\n",(0,t.jsx)(n.li,{children:"If you can't answer the question, reread the section until you can."}),"\n",(0,t.jsx)(n.li,{children:"If, after a few tries, you still can't answer the question, go on to the next few sections and see if things become clearer."}),"\n",(0,t.jsx)(n.li,{children:"If that doesn't help, you may need to change your question. Try making it broader or narrower."}),"\n",(0,t.jsx)(n.li,{children:"If changing your question doesn't help, get some assistance. Your instructor or TA are good places to start, or contact Learning Services."}),"\n"]}),"\n",(0,t.jsx)(n.h3,{id:"step-5-record-your-notes",children:"Step 5: Record Your notes"}),"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsx)(n.li,{children:"Once you understand the material and can summarize it in your own words make a record of it."}),"\n",(0,t.jsx)(n.li,{children:"Common methods are highlighting and/or marking the text, or taking notes, or some combination of both."}),"\n",(0,t.jsx)(n.li,{children:"Whichever methods you choose, it's critical to read and understand the material first, and then go back and record."}),"\n",(0,t.jsx)(n.li,{children:"See belowfor the pros and cons of notetaking and highlighting."}),"\n",(0,t.jsx)(n.li,{children:"See our resources for help with note taking."}),"\n"]}),"\n",(0,t.jsx)(n.h3,{id:"step-6-review-your-notes",children:"Step 6: Review Your notes"}),"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsx)(n.li,{children:"Do a thorough review of lecture and text notes weekly, and briefly before each class."}),"\n",(0,t.jsx)(n.li,{children:"Make weekly review periods effective by starting from the beginning of the course in each review session. Though the volume of review material increases as the semester progresses, the amount of time needed to review older material decreases. After you've reviewed the first week's material a few times, it will take only minutes to skim over it and recall the key points."}),"\n"]}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.a,{href:"https://guides.lib.uoguelph.ca/c.php?g=697430&p=5011752",children:"https://guides.lib.uoguelph.ca/c.php?g=697430&p=5011752"})}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.a,{href:"https://perell.com/essay/how-philosophers-think",children:"https://perell.com/essay/how-philosophers-think"})}),"\n",(0,t.jsx)(n.h2,{id:"chauffeur-knowledge",children:"Chauffeur Knowledge"}),"\n",(0,t.jsx)(n.p,{children:"You understand an idea not when you've memorized it, but when you know why its specific form was chosen over all the alternatives."}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.a,{href:"https://www.youtube.com/watch?v=S9NYzLuNpDc",children:"MASTERY by George Leonard | Core Message"})}),"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsx)(n.li,{children:"The dabbler - quick to fall in relationship, and quick to end the relationship when honeymoon phase ends"}),"\n",(0,t.jsx)(n.li,{children:"The obsessive - refuses to let the honeymoon phase end"}),"\n",(0,t.jsx)(n.li,{children:"The Hacker - just enough to win someone over to get married. Then they coast & expect the relationship to last"}),"\n"]}),"\n",(0,t.jsx)(n.h2,{id:"weekly-mastery-questions",children:"Weekly Mastery Questions"}),"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsx)(n.li,{children:"Am I surrendering to instruction?"}),"\n",(0,t.jsx)(n.li,{children:"Am I practicing intentionally?"}),"\n",(0,t.jsx)(n.li,{children:"Do I love to practice?"}),"\n",(0,t.jsx)(n.li,{children:"Am I exploring the edge?"}),"\n"]}),"\n",(0,t.jsx)(n.h2,{id:"pdca-plan-do-check-act",children:"PDCA (Plan-Do-Check-Act)"}),"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsx)(n.li,{children:"Make a plan"}),"\n",(0,t.jsx)(n.li,{children:"Do the plan"}),"\n",(0,t.jsx)(n.li,{children:"Study the results of the plan"}),"\n",(0,t.jsx)(n.li,{children:"Act on what you\u2019ve learnt and integrate your new hypotheses into the next iteration of the loop."}),"\n"]}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.a,{href:"https://commoncog.com/no-learning-dont-close-loops/",children:"You Aren't Learning If You Don't Close the Loops - 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Scott H Young"})}),"\n",(0,t.jsx)(n.li,{children:(0,t.jsx)(n.a,{href:"https://www.youtube.com/watch?v=ukLnPbIffxE",children:"How to study for exams - Evidence-based revision tips - YouTube"})}),"\n",(0,t.jsx)(n.li,{children:(0,t.jsx)(n.a,{href:"https://www.youtube.com/watch?v=o0-iULLKlfA",children:"Augmenting Long term Memory - Michael Nielsen (The Accelerated Learning Canon) - YouTube"})}),"\n",(0,t.jsx)(n.li,{children:(0,t.jsx)(n.a,{href:"https://www.youtube.com/watch?v=UlMCTUvxa78",children:"Critical Listening: How to Quickly Understand Difficult Things - YouTube"})}),"\n",(0,t.jsx)(n.li,{children:(0,t.jsx)(n.a,{href:"https://www.youtube.com/watch?v=Kz_brQBl8xk",children:"You\u2019re Not Stupid: How to Easily Learn Difficult Things - YouTube"})}),"\n",(0,t.jsx)(n.li,{children:(0,t.jsx)(n.a,{href:"https://www.nationalgeographic.com/science/article/human-memory",children:"The human memory-facts and information"})}),"\n",(0,t.jsx)(n.li,{children:(0,t.jsx)(n.a,{href:"https://www.youtube.com/watch?v=tBL5X-6h7KY",children:"My New Learning Mindsets - 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Intro"}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.a,{href:"https://guides.lib.uoguelph.ca/c.php?g=697430&p=4949569",children:"https://guides.lib.uoguelph.ca/c.php?g=697430&p=4949569"})}),"\n",(0,t.jsx)(n.p,{children:"Autodidactic Learning (Self Learn)"}),"\n",(0,t.jsx)(n.p,{children:"Learn by creating stories"}),"\n",(0,t.jsx)(n.p,{children:"Tell me and I forget, Teach me and I remember, Involve me and I learn -- Benjamin Franklin"}),"\n",(0,t.jsx)(n.p,{children:"Competence over credentials"}),"\n",(0,t.jsx)(n.p,{children:"If you want to learn something, learn from experts, and you will see the difference"}),"\n",(0,t.jsx)(n.p,{children:"One of the best strategies for learning something quickly: corner a nerd."}),"\n",(0,t.jsx)(n.p,{children:"Find someone who totally geeks out about that topic and ask them every question you can think of."}),"\n",(0,t.jsx)(n.p,{children:"Rivals are important - They can make you to raise your bar"}),"\n",(0,t.jsx)(n.p,{children:"MungerTechnique: Dedicate your best hour of the day to improving your mind, you'll improve your life on every level"}),"\n",(0,t.jsx)(n.p,{children:"If you're not working hard, ideas don't matter. The best idea is worthless without execution."}),"\n",(0,t.jsx)(n.p,{children:"If you're already working hard, ideas are crucial. Most effort is wasted on mediocre ideas."}),"\n",(0,t.jsx)(n.p,{children:"Don't over-improve your weaknesses. If you're not good at something, work on it until it no longer prevents your progress, but the bulk of your time is better spent maximizing your strengths."}),"\n",(0,t.jsx)(n.p,{children:"The world contains far more information than any single person can learn in their lifetime."}),"\n",(0,t.jsx)(n.p,{children:"The question is not whether you are ignorant, but what you choose to be ignorant about."}),"\n",(0,t.jsx)(n.p,{children:"Few topics are worth your precious time. Choose what you pay attention to with great care."}),"\n",(0,t.jsx)(n.p,{children:"You can't double your intelligence in one hour, but you can use one hour to write something twice as clear. And ideas that are easy to read and easy to understand will make you seem smarter. The better you communicate, the more intelligent you appear."}),"\n",(0,t.jsx)(n.p,{children:"The gift of a beginner is fresh eyes."}),"\n",(0,t.jsx)(n.p,{children:"The longer you're in a field, the harder it is to perceive new truths. Your mind is biased toward refining what you're already doing instead of exploring fresh terrain."}),"\n",(0,t.jsx)(n.p,{children:"Take your expertise and apply it to something new."}),"\n",(0,t.jsx)(n.h2,{id:"learning-pyramid",children:"Learning Pyramid"}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.img,{alt:"learning-pyramid",src:i(822219).Z+"",width:"1024",height:"819"})}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.img,{alt:"image",src:i(99683).Z+"",width:"1168",height:"890"})}),"\n",(0,t.jsx)(n.h2,{id:"collateral-knowledge",children:"Collateral Knowledge"}),"\n",(0,t.jsxs)(n.p,{children:["When one ",(0,t.jsx)(n.a,{href:"https://www.urbandictionary.com/define.php?term=searches",children:"searches"})," for answers regarding a ",(0,t.jsx)(n.a,{href:"https://www.urbandictionary.com/define.php?term=specific",children:"specific"})," subject, but ends up ",(0,t.jsx)(n.a,{href:"https://www.urbandictionary.com/define.php?term=learning",children:"learning"})," about several others in the process."]}),"\n",(0,t.jsxs)(n.p,{children:['Trying to find out how to pronounce "',(0,t.jsx)(n.a,{href:"https://www.urbandictionary.com/define.php?term=Boise",children:"Boise"}),'", but ended up also learning about the ',(0,t.jsx)(n.a,{href:"https://www.urbandictionary.com/define.php?term=molecular",children:"molecular"})," structure of a diamond lattice."]}),"\n",(0,t.jsx)(n.p,{children:"Everytime you get deep into topic, there comes a point where you are satisfied, from there you go back so that you can focus on your area"}),"\n",(0,t.jsx)(n.h2,{id:"get-a-coach",children:"Get a coach"}),"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsx)(n.li,{children:"Overload training"}),"\n",(0,t.jsx)(n.li,{children:"Underload training"}),"\n"]}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.a,{href:"https://360learning.com/blog/learning-theories",children:"https://360learning.com/blog/learning-theories"})}),"\n",(0,t.jsxs)(n.ol,{children:["\n",(0,t.jsx)(n.li,{children:"Cognitive Learning Theory"}),"\n",(0,t.jsx)(n.li,{children:"Behavioral Learning Theory"}),"\n",(0,t.jsx)(n.li,{children:"Constructivist Learning Theory"}),"\n",(0,t.jsx)(n.li,{children:"Connectivism Learning Theory"}),"\n",(0,t.jsx)(n.li,{children:"Adult Learning Theory"}),"\n",(0,t.jsx)(n.li,{children:"Transformative Learning"}),"\n",(0,t.jsx)(n.li,{children:"Learning Curve Theory"}),"\n",(0,t.jsx)(n.li,{children:"Lifelong Learning Theory"}),"\n",(0,t.jsx)(n.li,{children:"It all comes down to Collaborative Learning"}),"\n"]}),"\n",(0,t.jsx)(n.h2,{id:"mental-models",children:"Mental Models"}),"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsxs)(n.li,{children:["\n",(0,t.jsxs)(n.p,{children:[(0,t.jsx)(n.a,{href:"https://en.wikipedia.org/wiki/Practice_%28learning_method%29#Deliberate_practice",children:"Deliberate Practice"}),' - "How expert one becomes at a skill has more to do with how one practices than with merely performing a skill a large number of times."']}),"\n",(0,t.jsx)(n.p,{children:"The right sort of practice over a sufficient period of time leads to improvement. Nothing else."}),"\n"]}),"\n",(0,t.jsxs)(n.li,{children:["\n",(0,t.jsx)(n.p,{children:"Imposter Syndrome - \"High-achieving individuals marked by an inability to internalize their accomplishments and a persistent fear of being exposed as a 'fraud'.\""}),"\n"]}),"\n",(0,t.jsxs)(n.li,{children:["\n",(0,t.jsxs)(n.p,{children:[(0,t.jsx)(n.a,{href:"https://en.wikipedia.org/wiki/Spacing_effect",children:"Spacing Effect"}),' - "The phenomenon whereby learning is greater when studying is spread out over time, as opposed to studying the same amount of time in a single session."']}),"\n"]}),"\n"]}),"\n",(0,t.jsx)(n.h2,{id:"memory-types",children:"Memory Types"}),"\n",(0,t.jsx)(n.h3,{id:"retrospective-memory---remembering-the-past",children:"Retrospective Memory - Remembering the past"}),"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsxs)(n.li,{children:["By Content","\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsx)(n.li,{children:"Implicit Memory / skill memory"}),"\n"]}),"\n"]}),"\n"]}),"\n",(0,t.jsx)(n.p,{children:"The ability to do a task (brushing teeth)"}),"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsxs)(n.li,{children:["\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.strong,{children:"Declarative / Explicit"})}),"\n"]}),"\n",(0,t.jsxs)(n.li,{children:["\n",(0,t.jsx)(n.p,{children:"Semantic - Memory of facts and meaning"}),"\n"]}),"\n",(0,t.jsxs)(n.li,{children:["\n",(0,t.jsx)(n.p,{children:"Episodic - Memory from events"}),"\n",(0,t.jsx)(n.p,{children:"Experiences you've had"}),"\n"]}),"\n",(0,t.jsxs)(n.li,{children:["\n",(0,t.jsx)(n.p,{children:"By Duration"}),"\n"]}),"\n",(0,t.jsxs)(n.li,{children:["\n",(0,t.jsxs)(n.p,{children:[(0,t.jsx)(n.strong,{children:"Working Memory -"}),' What you can "keep in mind" at the same time, to think, reason and solve problems.']}),"\n"]}),"\n"]}),"\n",(0,t.jsx)(n.p,{children:"Can be divided into 4 components"}),"\n",(0,t.jsxs)(n.ol,{children:["\n",(0,t.jsxs)(n.li,{children:[(0,t.jsx)(n.strong,{children:"Phonological loop -"})," stores sounds including words, digits, sentences"]}),"\n",(0,t.jsxs)(n.li,{children:[(0,t.jsx)(n.strong,{children:"Visuospatial sketchpad -"})," stores images of objects"]}),"\n",(0,t.jsxs)(n.li,{children:[(0,t.jsx)(n.strong,{children:"Central executive -"})," directs attention and manipulates information"]}),"\n",(0,t.jsx)(n.li,{children:(0,t.jsx)(n.strong,{children:"Episodic buffer"})}),"\n"]}),"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsx)(n.li,{children:"Long-term Memory -- Anything you remember longer than a moment--what you ate for breakfast, exam questions or your friend's birthday."}),"\n"]}),"\n",(0,t.jsx)(n.h3,{id:"prospective-memory---reminding-yourself-to-do-something-in-the-future",children:"Prospective Memory - Reminding yourself to do something in the future"}),"\n",(0,t.jsx)(n.p,{children:"Remember to describe doing the task as vividly as possible, like passing through a library."}),"\n",(0,t.jsx)(n.h2,{id:"encoding-putting-memories-into-brain",children:"Encoding: Putting Memories into Brain"}),"\n",(0,t.jsx)(n.h2,{id:"questions-to-ask-while-studying",children:"Questions to ask while studying"}),"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsx)(n.li,{children:"How does this concept related to the other?"}),"\n",(0,t.jsx)(n.li,{children:"What are the implications of this concept for...?"}),"\n",(0,t.jsx)(n.li,{children:"Why does it make sense that...?"}),"\n",(0,t.jsx)(n.li,{children:"What are the steps that I must take to solve this problem?"}),"\n"]}),"\n",(0,t.jsx)(n.h2,{id:"recommendations",children:"Recommendations"}),"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsx)(n.li,{children:"Take structured notes (whatever suits you best: hierarchical, flow- based, mind-maps, etc.)"}),"\n",(0,t.jsx)(n.li,{children:"Do not memorize lecturer's or textbook phrases, explain concepts to yourself in your own words"}),"\n",(0,t.jsx)(n.li,{children:"When taking notes, avoid copying information word-for-word (verbatim). Use your own phrasing instead."}),"\n"]}),"\n",(0,t.jsx)(n.p,{children:"Lecturer - Negative reinforcement occurs when an aversive stimulus is removed to reinforce a behavior"}),"\n",(0,t.jsx)(n.p,{children:"Notes - Negative reinforcement is like when something becomes less painful, so you do it more, Like the time I prepared for that 10k run"}),"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsx)(n.li,{children:"Avoid taking notes on a computer. Take handwritten notes instead."}),"\n",(0,t.jsx)(n.li,{children:"Exocortex (An Exocortex is a theoretical augmentation to a person's brain. It's basically extra functions and memory you could add to a brain to make people smarter)"}),"\n",(0,t.jsx)(n.li,{children:"Knowledge notebook/personal wiki"}),"\n",(0,t.jsx)(n.li,{children:"SQ3R method (Pragmatic Thinking and Learning book) - Scan, Question, Read, Record, Review"}),"\n"]}),"\n",(0,t.jsx)(n.h2,{id:"transfer-appropriate-processing",children:"Transfer-appropriate processing"}),"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsx)(n.li,{children:"A trick to remembering is to practice as close as possible to the state of use/test/exam. Means it must closely resemble the use."}),"\n"]}),"\n",(0,t.jsx)(n.p,{children:"Like you can read everything about cycling, but you cannot cycle until you practice cycling"}),"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsxs)(n.li,{children:["In summary, if you are going to take a test of a particular format (such as an essay format), the best approach is to reap the benefits of multi- ple strategies. Whereas practicing with the final test format will teach you to processes the material in the way required by the test, recall will lead to most effective encoding. Therefore, ideally you should:","\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsx)(n.li,{children:"Spend about 1/4 of your time practicing with the final test format (e.g. multiple choice)"}),"\n",(0,t.jsx)(n.li,{children:"Spend the remaining 3/4 practicing with recall combined with deep-processing techniques"}),"\n"]}),"\n"]}),"\n"]}),"\n",(0,t.jsx)(n.h2,{id:"state-dependence",children:"State Dependence"}),"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsx)(n.li,{children:"Spend at least 1/4 of your study time simulating the state you will likely be in during your exam (e.g. sit at a desk, time your answers)"}),"\n",(0,t.jsx)(n.li,{children:"Study regardless of your mental/physical state (in different moods,\nwith different energy levels, etc.)"}),"\n"]}),"\n",(0,t.jsx)(n.h2,{id:"context-dependence",children:"Context Dependence"}),"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsx)(n.li,{children:"For 1/2 of your study time, simulate the environmental conditions of your test (a noisy/quiet environment, similar distractions, people around)"}),"\n",(0,t.jsx)(n.li,{children:"For the other 1/2, alternate rooms, places and conditions as you study"}),"\n",(0,t.jsxs)(n.li,{children:["Test yourself with different kinds of practice questions - what-questions","\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsx)(n.li,{children:"why-questions"}),"\n",(0,t.jsx)(n.li,{children:"how-questions"}),"\n"]}),"\n"]}),"\n",(0,t.jsx)(n.li,{children:"Make use of minimal context for flashcards, or if possible, try differ- ent ways of asking yourself questions to maximize your flexibility."}),"\n"]}),"\n",(0,t.jsx)(n.h2,{id:"retainingstorage-keeping-memories-in-the-brain",children:"Retaining/Storage: Keeping Memories in the Brain"}),"\n",(0,t.jsxs)(n.p,{children:["Forgetting can be caused by two different processes. The first is a ",(0,t.jsx)(n.strong,{children:"failure of storage"})," -the information might be forgotten because our brain loses it over time. The second is a ",(0,t.jsx)(n.strong,{children:"failure of retrieval"}),' -the information might be "in" there, but we can\'t access it.']}),"\n",(0,t.jsx)(n.h2,{id:"trace-decay",children:"Trace Decay"}),"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsx)(n.li,{children:"Memories follow an exponential decay curve, it fades fast just after studying something and began to slow down after 2 days"}),"\n",(0,t.jsx)(n.li,{children:"Spend about 1/10 of your study time revising old material"}),"\n",(0,t.jsx)(n.li,{children:"Insert brief periods of revision of old material into the study of new material"}),"\n"]}),"\n",(0,t.jsx)(n.h2,{id:"consolidation-and-sleep",children:"Consolidation and Sleep"}),"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsxs)(n.li,{children:["\n",(0,t.jsx)(n.p,{children:"Although some consolidation occurs during wakefulness, the primary time for consolidation is sleep."}),"\n"]}),"\n",(0,t.jsxs)(n.li,{children:["\n",(0,t.jsx)(n.p,{children:"Napping during the day will protect your memory from trace decay and interference due to sleep-induced consolidation processes. (90 minutes cycle)"}),"\n"]}),"\n",(0,t.jsxs)(n.li,{children:["\n",(0,t.jsx)(n.p,{children:"Take a 20-minute nap to restore your energy."}),"\n"]}),"\n",(0,t.jsxs)(n.li,{children:["\n",(0,t.jsx)(n.p,{children:"Take a 90-minute nap after a study session to consolidate your memory."}),"\n"]}),"\n",(0,t.jsxs)(n.li,{children:["\n",(0,t.jsx)(n.p,{children:"Schedule your study sessions before sleep to reap the full benefits of consolidation."}),"\n"]}),"\n"]}),"\n",(0,t.jsx)(n.h2,{id:"interference-does-learning-new-things-block-your-old-memories",children:"Interference: Does learning new things block your old memories?"}),"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsx)(n.li,{children:"Research has found that the only way to overcome blocking interference is by making conscious effort to recover the correct memory trace (and have patience as this may take some time). Interference may, however, also cause a permanent loss of memory. Scientists who study memory call this the retrieval-induced forgetting effect (RIF)."}),"\n",(0,t.jsxs)(n.li,{children:["Re-study concepts that you confuse","\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsx)(n.li,{children:"Use comparing and contrasting to find differences between the\nconcepts"}),"\n",(0,t.jsx)(n.li,{children:"Integrate the concepts (find the relations between them)"}),"\n"]}),"\n"]}),"\n",(0,t.jsx)(n.li,{children:"Aim for mastery in a subject, do not pay attention to other people's performance"}),"\n"]}),"\n",(0,t.jsx)(n.h2,{id:"spacing-effect",children:"Spacing effect"}),"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsx)(n.li,{children:"Avoid massed studying (i.e. many hours in one session)"}),"\n",(0,t.jsx)(n.li,{children:"Divide your study sessions into smaller blocks spread out over lon-\nger periods of time"}),"\n",(0,t.jsx)(n.li,{children:"The distance between study sessions should be about 10-20% of the\ntest delay (e.g. for a test in 10 days, study once a day)"}),"\n",(0,t.jsx)(n.li,{children:"Schedule your revision of each concept/topic to about the time that you would forget it (this needs self-experimentation as there is no formula to calculate this precisely)"}),"\n",(0,t.jsx)(n.li,{children:"Consider using a flashcards program (Anki, Quizlet, Supermemo)"}),"\n",(0,t.jsx)(n.li,{children:(0,t.jsx)(n.a,{href:"https://www.freecodecamp.org/news/supercharged-studying-with-python-anki-chatgpt/",children:"How to Supercharge Your Studying with Python, Anki, and ChatGPT"})}),"\n",(0,t.jsx)(n.li,{children:(0,t.jsx)(n.a,{href:"https://www.youtube.com/watch?v=4Mc_e-kRjOs",children:"Image Occlusion, Heatmap, Cloze Overlapper - Glutanimate - Anki Dev (The Accelerated Learning Canon) - YouTube"})}),"\n"]}),"\n",(0,t.jsx)(n.h2,{id:"retrieval-accessing-memories-from-the-brain",children:"Retrieval: Accessing Memories from the Brain"}),"\n",(0,t.jsx)(n.p,{children:"Spreading activation: Gain quick access to your memory"}),"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsx)(n.li,{children:"When learning a new concept, connect it to the things that you al- ready know"}),"\n",(0,t.jsx)(n.li,{children:"The more connections you make between the new concept and old concepts, the more easily it will be to remember the new concept"}),"\n"]}),"\n",(0,t.jsx)(n.p,{children:"Retrieval failure: What to do if you get stuck in an exam"}),"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsxs)(n.li,{children:["\n",(0,t.jsx)(n.p,{children:"To better remember to do something in a particular place and time in the future, visualize yourself vividly doing it (e.g. imagine your- self passing the library and returning the book)"}),"\n"]}),"\n",(0,t.jsxs)(n.li,{children:["\n",(0,t.jsx)(n.p,{children:"visualize the details of the context where you need to remember"}),"\n"]}),"\n"]}),"\n",(0,t.jsx)(n.p,{children:"the intention (objects, buildings, people)"}),"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsx)(n.li,{children:"If you cannot remember a particular concept that you studied"}),"\n"]}),"\n",(0,t.jsx)(n.p,{children:"during your exam:"}),"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsx)(n.li,{children:"Actively remember as many concepts as possible which are relat-\ned to this concept"}),"\n",(0,t.jsx)(n.li,{children:"Actively remember as many concepts as possible which you stud-\nied before and after this concept"}),"\n",(0,t.jsx)(n.li,{children:"Visualize yourself in the context of studying (sitting at the desk\nin your room, etc.)"}),"\n",(0,t.jsx)(n.li,{children:"Try to remember what time and where you studied the concept,\nwhat kind of mood you were in and what had happened on that day"}),"\n"]}),"\n",(0,t.jsx)(n.p,{children:"Practice test: The most powerful technique for boosting memory"}),"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsx)(n.li,{children:"Avoid learning strategies based on recognition (reviewing/re-reading of textbook chapters/notes, highlighting, summarizing)"}),"\n",(0,t.jsxs)(n.li,{children:["Revise with practice tests / questions to achieve the best results in your tests and exams","\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsx)(n.li,{children:"Use free recall (questions/tasks with no hints or options to\nchoose from)"}),"\n",(0,t.jsx)(n.li,{children:"Practice with recognition questions (such as multiple-choice)\nonly if your test will also be multiple-choice (see transfer-appro-\npriate processing) and for 1/4 of your study time only"}),"\n",(0,t.jsx)(n.li,{children:"Selectively re-read only the material that you cannot remember"}),"\n",(0,t.jsx)(n.li,{children:"Get immediate or delayed feedback on your answers Revise with\npractice tests / questions to achieve the best results in your tests and exams"}),"\n"]}),"\n"]}),"\n"]}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.a,{href:"https://www.scotthyoung.com/blog/2019/02/15/memory",children:"https://www.scotthyoung.com/blog/2019/02/15/memory"})}),"\n",(0,t.jsx)(n.h2,{id:"hebbian-theory---neurons-that-fire-together-wire-together",children:"Hebbian Theory - Neurons that fire together, wire together"}),"\n",(0,t.jsx)(n.p,{children:"Use it or lose it"}),"\n",(0,t.jsx)(n.p,{children:"Neurons that fall out of sync lose their link"}),"\n",(0,t.jsx)(n.h2,{id:"learning-how-to-learn",children:"Learning How to Learn"}),"\n",(0,t.jsx)(n.h2,{id:"key-points",children:"Key Points"}),"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsx)(n.li,{children:(0,t.jsx)(n.strong,{children:"Focused and Diffused Brain"})}),"\n",(0,t.jsx)(n.li,{children:(0,t.jsx)(n.strong,{children:"Pomodoro Technique"})}),"\n",(0,t.jsx)(n.li,{children:(0,t.jsx)(n.strong,{children:"Spaced Repitition"})}),"\n",(0,t.jsx)(n.li,{children:(0,t.jsx)(n.strong,{children:"A Good Sleep"})}),"\n"]}),"\n",(0,t.jsx)(n.h3,{id:"introduction-to-focused-and-diffused-brain",children:"Introduction to Focused and Diffused Brain"}),"\n",(0,t.jsx)(n.p,{children:"We have 2 modes of thinking: focused (highly intensive mental processes when you are acutely aware of what you are thinking), and diffuse (a more relaxed mental process associated with sub-conscious thinking)"}),"\n",(0,t.jsx)(n.p,{children:"Sometimes the first solution found prevents you from seeing a wider range of possible solutions. To sidestep that, repeatedly intersperse short periods of intense focus on new information with periods of relaxed diffuse thinking."}),"\n",(0,t.jsx)(n.h2,{id:"key-points-1",children:"Key Points"}),"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsxs)(n.li,{children:["Should be able to switch back and forth between focused and diffused mode","\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsx)(n.li,{children:"Pinball anology (tightly packed pinballs and loosely packed pinballs)"}),"\n",(0,t.jsx)(n.li,{children:"Eisten and salvador both let there mind wander and have a ball bearing and keys respectively in their hands and when they go to sleep, it falls and due to noise they wake up and work again in focused mode."}),"\n"]}),"\n"]}),"\n",(0,t.jsx)(n.li,{children:"Learning something difficult takes time (a little bit of it everyday)"}),"\n",(0,t.jsx)(n.li,{children:"Metaphors and analogies are a powerful technique to learn"}),"\n",(0,t.jsx)(n.li,{children:"Mind Maps (find on internet what mindmaps are available)"}),"\n"]}),"\n",(0,t.jsx)(n.h2,{id:"what-is-learning",children:"What is Learning?"}),"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsx)(n.li,{children:"Dendrites of nerurons form new synapses when we learn something new."}),"\n",(0,t.jsx)(n.li,{children:"Brain is highly flexible and always growing"}),"\n",(0,t.jsx)(n.li,{children:"We can tap in the power of unconsious mind and sleep to help us to learn something new."}),"\n",(0,t.jsx)(n.li,{children:"There are a million billion synapses in our brain"}),"\n"]}),"\n",(0,t.jsx)(n.h2,{id:"introduction-to-memory",children:"Introduction to memory"}),"\n",(0,t.jsx)(n.p,{children:"Two major memory system"}),"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsx)(n.li,{children:"Long term memory (like a storage warehouse)"}),"\n",(0,t.jsxs)(n.li,{children:["Working memory (centered our of prefrontal cortex but have links to other parts of the brain to retrieve from Long term memory)","\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsx)(n.li,{children:"Can only hold 4 chunks of information"}),"\n"]}),"\n"]}),"\n"]}),"\n",(0,t.jsx)(n.h2,{id:"spaced-repetition",children:"Spaced repetition"}),"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsx)(n.li,{children:"repeating a vocabulary word or concept over days"}),"\n",(0,t.jsx)(n.li,{children:"Builds stronger neural structures by repeating them over a number of days"}),"\n",(0,t.jsx)(n.li,{children:"Recalling is very important part of learning and making it permanent"}),"\n"]}),"\n",(0,t.jsx)(n.h2,{id:"boost-learning-speed",children:"Boost Learning Speed"}),"\n",(0,t.jsxs)(n.ol,{children:["\n",(0,t.jsxs)(n.li,{children:["Learners proficient in ",(0,t.jsx)(n.strong,{children:"fast-paced games"})," are significantly faster at performing new cognitive tasks."]}),"\n",(0,t.jsxs)(n.li,{children:["By ",(0,t.jsx)(n.strong,{children:"pretending you are teaching something to someone"})," using simple language, you understand it better."]}),"\n",(0,t.jsxs)(n.li,{children:[(0,t.jsx)(n.strong,{children:"Bilingual people may have a leg up"})," when it comes to ",(0,t.jsx)(n.strong,{children:"understanding new things"}),"and processing information, regardless of the learned language."]}),"\n",(0,t.jsxs)(n.li,{children:[(0,t.jsx)(n.strong,{children:"Learning new material right before sleeping"})," provides a significant retention advantage."]}),"\n",(0,t.jsxs)(n.li,{children:["Establishing as many connections as possible is an effective way to learn, and the best way to do that is to ",(0,t.jsx)(n.strong,{children:"relate new information to known information."})]}),"\n",(0,t.jsxs)(n.li,{children:["The brain processes visual information faster than text. ",(0,t.jsx)(n.strong,{children:"Include relevant visuals (charts, symbols, diagrams...) with learning materialsto improve retention."})]}),"\n"]}),"\n",(0,t.jsx)(n.p,{children:'"One must learn by doing the thing; for though you think you know it, you have no certainty, until you try." - Sophocles'}),"\n",(0,t.jsx)(n.p,{children:'We often avoid taking action because we think "I need to learn more," but the best way to learn is often by taking action.'}),"\n",(0,t.jsx)(n.p,{children:"The teacher learns more than the student."}),"\n",(0,t.jsx)(n.p,{children:"The author learns more than the reader."}),"\n",(0,t.jsx)(n.p,{children:"The speaker learns more than the attendee."}),"\n",(0,t.jsx)(n.p,{children:"The way to learn is by doing."}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.a,{href:"https://deepstash.com/article/3352/quotes-to-inspire-you-to-never-stop-learning",children:"https://deepstash.com/article/3352/quotes-to-inspire-you-to-never-stop-learning"})}),"\n",(0,t.jsx)(n.h2,{id:"need-for-cognition-nfc",children:"Need For Cognition (NFC)"}),"\n",(0,t.jsxs)(n.p,{children:["NFC is a personality trait used in psychology to describe how inclined an individual is to seek effortful mental activities like puzzles, complex concepts, or problem-solving. The ",(0,t.jsx)(n.a,{href:"https://dictionary.apa.org/need-for-cognition",children:"APA"}),"(American Psychological Association) gives a slightly more in-depth description:"]}),"\n",(0,t.jsx)(n.p,{children:"\"A personality trait reflecting a person's tendency to enjoy engaging in extensive cognitive activity. This trait primarily reflects a person's motivation to engage in cognitive activity rather than his or her actual ability to do so. Individuals high in need for cognition tend to develop attitudes or take action based on thoughtful evaluation of information.\""}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.a,{href:"https://centerofinquiry.org/uncategorized/need-for-cognition-scale-wabash-national-study",children:"https://centerofinquiry.org/uncategorized/need-for-cognition-scale-wabash-national-study"})}),"\n",(0,t.jsx)(n.h2,{id:"curiosity",children:"Curiosity"}),"\n",(0,t.jsx)(n.p,{children:"Curiosity is a function of overcoming fear. Fear of being wrong. Fear of being right. Fear of being different. If you don't have the guts to think about really bad ideas, you'll never have the opportunity to execute brilliant ones."}),"\n",(0,t.jsx)(n.h3,{id:"diversive-curiosity",children:"Diversive curiosity"}),"\n",(0,t.jsx)(n.p,{children:"Diversive curiosity is the fleeting desire to explore novel things. It is the impulse that drives us to endlessly scroll Twitter, flip through People Magazine, or click on a headline, but it doesn't engage us in deeper exploration"}),"\n",(0,t.jsx)(n.h3,{id:"empathic-curiosity",children:"Empathic curiosity"}),"\n",(0,t.jsx)(n.p,{children:"Empathic curiosity is the 'curiosity about the thoughts and feelings of other people.' This is the curiosity that pushes us to truly empathize with someone and \"put ourselves in their shoes.\""}),"\n",(0,t.jsx)(n.h3,{id:"epistemic-curiosity",children:"Epistemic curiosity"}),"\n",(0,t.jsx)(n.p,{children:'This is the ideal type of curiosity according to Leslie, and the one we should all be cultivating in ourselves, and in our learners: "Epistemic curiosity represents the deepening of a simple seeking of newness into a directed attempt to build understanding. It\'s what happens when diverse curiosity grows up."'}),"\n",(0,t.jsxs)(n.p,{children:["Dr. Litman further splintered epistemic curiosity into two additional types:",(0,t.jsx)(n.a,{href:"http://drjlitman.net/wp-content/uploads/2013/11/Litman-2007-invited-chapter.pdf",children:"Intellectual Interest curiosity (type I) and Informational Deprivation curiosity (type D)"}),". The former refers to curiosity that drives one 'to learn something that may be entertaining or amusing,' while the latter 'is activated in situations when individuals feel they are lacking information that is considered essential to improving their understanding.'"]}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.a,{href:"https://360learning.com/blog/need-for-cognition",children:"https://360learning.com/blog/need-for-cognition"})}),"\n",(0,t.jsx)(n.h2,{id:"learning-styles-vark---it-doesnt-work",children:"Learning Styles (VARK) - It doesn't work"}),"\n",(0,t.jsx)(n.h2,{id:"it-depends-on-what-are-you-learning",children:"It depends on what are you learning"}),"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsx)(n.li,{children:"Visual"}),"\n",(0,t.jsx)(n.li,{children:"Auditory"}),"\n",(0,t.jsx)(n.li,{children:"Reading/Writing"}),"\n",(0,t.jsx)(n.li,{children:"Kinesthetic"}),"\n"]}),"\n",(0,t.jsx)(n.h2,{id:"andragogy-adult-learning-theory",children:"Andragogy (Adult Learning Theory)"}),"\n",(0,t.jsx)(n.p,{children:"Adults don't learn the same way children do (pedagogy)"}),"\n",(0,t.jsx)(n.p,{children:"Adult Learning Theory is a set of guiding principles that explain how adults learn, in contrast to how children learn."}),"\n",(0,t.jsx)(n.h2,{id:"6-principles-of-knowles-adult-learning-theory",children:"6 principles of Knowles' Adult Learning Theory"}),"\n",(0,t.jsx)(n.p,{children:"Knowles organized his theory around six assumptions that distinguished the novel andragogy from pedagogy:"}),"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsxs)(n.li,{children:["\n",(0,t.jsxs)(n.p,{children:["The need to know",":Adults"," must understand the utility of the material they're learning. Children are told to learn for the sake of it, and only what the teacher deems necessary. This means it's often the trainer's role to guide an adult learner to seeing that a skill gap, or a 'need to know,' exists."]}),"\n"]}),"\n",(0,t.jsxs)(n.li,{children:["\n",(0,t.jsxs)(n.p,{children:["Learner's self-concept",":Adult"," learners do not like feeling imposed upon by a trainer, or that they aren't in control of their own learning. In classrooms, however, teachers are undoubtedly the ones in charge."]}),"\n"]}),"\n",(0,t.jsxs)(n.li,{children:["\n",(0,t.jsxs)(n.p,{children:["The role of the learner's experiences",":Adults"," bring more experiences to a learning environment than do children. This means that a group of adults will contain more varied backgrounds, and so teaching should be more individualized. It also means that they can more actively participate as sources of knowledge."]}),"\n"]}),"\n",(0,t.jsxs)(n.li,{children:["\n",(0,t.jsxs)(n.p,{children:["Readiness to learn",":Children"," are 'ready to learn' when teachers tell them they have learned enough to move to the next grade. For adults, learning should coincide with a developmental stage in their personal or work lives."]}),"\n"]}),"\n",(0,t.jsxs)(n.li,{children:["\n",(0,t.jsxs)(n.p,{children:["Orientation to learning",":Adults"," approach learning as a way to solve a problem in real-world contexts, and are more receptive to learning when material is applied to real-life situations. Children, on the other hand, are expected to learn material for the sake of it."]}),"\n"]}),"\n",(0,t.jsxs)(n.li,{children:["\n",(0,t.jsxs)(n.p,{children:["Motivation",":Adults"," are more motivated by internal factors, like a desire for higher self-esteem, than external ones, like a pay raise. Children are motivated primarily by external factors, like achieving a good grade or avoiding a parental reprimand."]}),"\n"]}),"\n"]}),"\n",(0,t.jsx)(n.p,{children:"Adult Learning Theory in practice"}),"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsx)(n.li,{children:"Use a bottom-up approach to training needs analysis"}),"\n",(0,t.jsx)(n.li,{children:"Decentralize course creation"}),"\n",(0,t.jsx)(n.li,{children:"Embrace self-directed learning"}),"\n"]}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.a,{href:"https://360learning.com/blog/adult-learning-theory",children:"https://360learning.com/blog/adult-learning-theory"})}),"\n",(0,t.jsx)(n.h2,{id:"forgetting-curve",children:"Forgetting Curve"}),"\n",(0,t.jsx)(n.p,{children:"Our memories have a forgetting curve, and unless we review what we see or learn, most of the content is forgotten in 24 hours, and the rest in the following days."}),"\n",(0,t.jsx)(n.p,{children:"Due to the internet, our recall memory has become less necessary, because now we don't need to remember information to recall it. Recognition memory is more important with recall memory fading away due to it being externalized."}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.img,{alt:"curve of forgetting",src:i(72671).Z+"",width:"500",height:"231"})}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.a,{href:"../../book-summaries/the-knowledge-illusion",children:"The Knowledge Illusion"})}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.a,{href:"https://youtu.be/s6OmqXCsYt8",children:"Japan's ancient secret to better cognitive memory - BBC REEL"})}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.a,{href:"https://uwaterloo.ca/campus-wellness/curve-forgetting",children:"Curve of Forgetting | Campus Wellness | University of Waterloo"})}),"\n",(0,t.jsx)(n.h2,{id:"sq3r--sq4r-survey-question-read-respond-record-and-review",children:"SQ3R / SQ4R (Survey, Question, Read, Respond, Record and Review)"}),"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsx)(n.li,{children:"SQ4R is a method of reading and studying textbooks."}),"\n",(0,t.jsx)(n.li,{children:"When using this method, complete all the steps initially, then choose which are most effective for you and your courses."}),"\n",(0,t.jsx)(n.li,{children:"The SQ4R method may seem time consuming at first, but it's an effective method for reading, understanding, and remembering information from your textbooks."}),"\n"]}),"\n",(0,t.jsx)(n.h2,{id:"what-are-the-benefits-of-using-sq4r",children:"What are the benefits of using SQ4R?"}),"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsx)(n.li,{children:"It's an active learning strategy that can be adapted to suit an individual's study preferences."}),"\n",(0,t.jsx)(n.li,{children:"It provides a strategy to retain a lot of factual detail, reducing the amount of information that has to be relearned for exams."}),"\n",(0,t.jsx)(n.li,{children:"It prompts the creation of study material to be used when preparing for exams."}),"\n",(0,t.jsx)(n.li,{children:"It helps to identify errors or areas of confusion."}),"\n"]}),"\n",(0,t.jsx)(n.h3,{id:"step-1-survey-the-textbook-and-chapters",children:"Step 1: Survey the textbook and chapters"}),"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsx)(n.li,{children:"Read the preface and introduction to the text, and browse through the table of contents and the index. This will describe the main topics and the basic organizational structure of the book."}),"\n",(0,t.jsx)(n.li,{children:"Read the introduction and conclusion in each chapter and subsection."}),"\n",(0,t.jsx)(n.li,{children:"Scan the titles and subtitles. Study the pictures, charts, or graphs."}),"\n",(0,t.jsx)(n.li,{children:"Read the summary and any chapter questions."}),"\n"]}),"\n",(0,t.jsx)(n.h3,{id:"step-2-start-with-a-question",children:"Step 2: Start with a question"}),"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsx)(n.li,{children:"Take the section title, subtitle, or the first sentence of each paragraph and turn it into a question."}),"\n",(0,t.jsx)(n.li,{children:'For example: "Functions of the spinal cord" becomes "What are the functions of the spinal cord?"'}),"\n"]}),"\n",(0,t.jsx)(n.h3,{id:"step-3-read-actively",children:"Step 3: Read actively"}),"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsx)(n.li,{children:'Read carefully and actively by creating a "dialogue" with the text.'}),"\n",(0,t.jsx)(n.li,{children:"Try to find the answer to the question you created, and ask questions as you read."}),"\n",(0,t.jsx)(n.li,{children:"Be careful not to skim the text looking for the answer, as you might miss other important information."}),"\n"]}),"\n",(0,t.jsx)(n.h3,{id:"step-4-respond-to-your-question",children:"Step 4: Respond to your question"}),"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsx)(n.li,{children:"Close the textbook and answer the question you created in your own words."}),"\n",(0,t.jsx)(n.li,{children:"If you can't answer the question, reread the section until you can."}),"\n",(0,t.jsx)(n.li,{children:"If, after a few tries, you still can't answer the question, go on to the next few sections and see if things become clearer."}),"\n",(0,t.jsx)(n.li,{children:"If that doesn't help, you may need to change your question. Try making it broader or narrower."}),"\n",(0,t.jsx)(n.li,{children:"If changing your question doesn't help, get some assistance. Your instructor or TA are good places to start, or contact Learning Services."}),"\n"]}),"\n",(0,t.jsx)(n.h3,{id:"step-5-record-your-notes",children:"Step 5: Record Your notes"}),"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsx)(n.li,{children:"Once you understand the material and can summarize it in your own words make a record of it."}),"\n",(0,t.jsx)(n.li,{children:"Common methods are highlighting and/or marking the text, or taking notes, or some combination of both."}),"\n",(0,t.jsx)(n.li,{children:"Whichever methods you choose, it's critical to read and understand the material first, and then go back and record."}),"\n",(0,t.jsx)(n.li,{children:"See belowfor the pros and cons of notetaking and highlighting."}),"\n",(0,t.jsx)(n.li,{children:"See our resources for help with note taking."}),"\n"]}),"\n",(0,t.jsx)(n.h3,{id:"step-6-review-your-notes",children:"Step 6: Review Your notes"}),"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsx)(n.li,{children:"Do a thorough review of lecture and text notes weekly, and briefly before each class."}),"\n",(0,t.jsx)(n.li,{children:"Make weekly review periods effective by starting from the beginning of the course in each review session. Though the volume of review material increases as the semester progresses, the amount of time needed to review older material decreases. After you've reviewed the first week's material a few times, it will take only minutes to skim over it and recall the key points."}),"\n"]}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.a,{href:"https://guides.lib.uoguelph.ca/c.php?g=697430&p=5011752",children:"https://guides.lib.uoguelph.ca/c.php?g=697430&p=5011752"})}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.a,{href:"https://perell.com/essay/how-philosophers-think",children:"https://perell.com/essay/how-philosophers-think"})}),"\n",(0,t.jsx)(n.h2,{id:"chauffeur-knowledge",children:"Chauffeur Knowledge"}),"\n",(0,t.jsx)(n.p,{children:"You understand an idea not when you've memorized it, but when you know why its specific form was chosen over all the alternatives."}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.a,{href:"https://www.youtube.com/watch?v=S9NYzLuNpDc",children:"MASTERY by George Leonard | Core Message"})}),"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsx)(n.li,{children:"The dabbler - quick to fall in relationship, and quick to end the relationship when honeymoon phase ends"}),"\n",(0,t.jsx)(n.li,{children:"The obsessive - refuses to let the honeymoon phase end"}),"\n",(0,t.jsx)(n.li,{children:"The Hacker - just enough to win someone over to get married. Then they coast & expect the relationship to last"}),"\n"]}),"\n",(0,t.jsx)(n.h2,{id:"weekly-mastery-questions",children:"Weekly Mastery Questions"}),"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsx)(n.li,{children:"Am I surrendering to instruction?"}),"\n",(0,t.jsx)(n.li,{children:"Am I practicing intentionally?"}),"\n",(0,t.jsx)(n.li,{children:"Do I love to practice?"}),"\n",(0,t.jsx)(n.li,{children:"Am I exploring the edge?"}),"\n"]}),"\n",(0,t.jsx)(n.h2,{id:"pdca-plan-do-check-act",children:"PDCA (Plan-Do-Check-Act)"}),"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsx)(n.li,{children:"Make a plan"}),"\n",(0,t.jsx)(n.li,{children:"Do the plan"}),"\n",(0,t.jsx)(n.li,{children:"Study the results of the plan"}),"\n",(0,t.jsx)(n.li,{children:"Act on what you\u2019ve learnt and integrate your new hypotheses into the next iteration of the loop."}),"\n"]}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.a,{href:"https://commoncog.com/no-learning-dont-close-loops/",children:"You Aren't Learning If You Don't Close the Loops - Commoncog"})}),"\n",(0,t.jsx)(n.h2,{id:"others",children:"Others"}),"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsx)(n.li,{children:(0,t.jsx)(n.a,{href:"https://youtu.be/IlU-zDU6aQ0",children:"Marty Lobdell - Study Less Study Smart"})}),"\n",(0,t.jsx)(n.li,{children:(0,t.jsx)(n.a,{href:"https://www.youtube.com/watch?v=_wzJnWCBWkI",children:"You're Not Slow: Become a Speed Learner in 20 Minutes"})}),"\n",(0,t.jsx)(n.li,{children:(0,t.jsx)(n.a,{href:"../../book-summaries/ultralearning",children:"Ultralearning"})}),"\n",(0,t.jsx)(n.li,{children:(0,t.jsx)(n.a,{href:"https://www.scotthyoung.com/blog/2023/05/30/learning-cost-benefit/",children:"When is Learning Worth the Effort? - Scott H Young"})}),"\n",(0,t.jsx)(n.li,{children:(0,t.jsx)(n.a,{href:"https://www.youtube.com/watch?v=ukLnPbIffxE",children:"How to study for exams - Evidence-based revision tips - YouTube"})}),"\n",(0,t.jsx)(n.li,{children:(0,t.jsx)(n.a,{href:"https://www.youtube.com/watch?v=o0-iULLKlfA",children:"Augmenting Long term Memory - Michael Nielsen (The Accelerated Learning Canon) - YouTube"})}),"\n",(0,t.jsx)(n.li,{children:(0,t.jsx)(n.a,{href:"https://www.youtube.com/watch?v=UlMCTUvxa78",children:"Critical Listening: How to Quickly Understand Difficult Things - YouTube"})}),"\n",(0,t.jsx)(n.li,{children:(0,t.jsx)(n.a,{href:"https://www.youtube.com/watch?v=Kz_brQBl8xk",children:"You\u2019re Not Stupid: How to Easily Learn Difficult Things - YouTube"})}),"\n",(0,t.jsx)(n.li,{children:(0,t.jsx)(n.a,{href:"https://www.nationalgeographic.com/science/article/human-memory",children:"The human memory-facts and information"})}),"\n",(0,t.jsx)(n.li,{children:(0,t.jsx)(n.a,{href:"https://www.youtube.com/watch?v=tBL5X-6h7KY",children:"My New Learning Mindsets - YouTube"})}),"\n",(0,t.jsx)(n.li,{children:(0,t.jsx)(n.a,{href:"https://www.youtube.com/watch?v=J_TVEPxFWAg",children:"Asking Questions - Level 1 - Observational Questions - YouTube"})}),"\n",(0,t.jsx)(n.li,{children:(0,t.jsx)(n.a,{href:"https://www.youtube.com/watch?v=p29JLoDVbgA",children:"Developing and Using Models - Level 1 - Models - YouTube"})}),"\n",(0,t.jsx)(n.li,{children:(0,t.jsx)(n.a,{href:"https://cacm.acm.org/magazines/2024/1/278891-10-things-software-developers-should-learn-about-learning/fulltext",children:"10 Things Software Developers Should Learn about Learning | January 2024 | Communications of the ACM"})}),"\n",(0,t.jsx)(n.li,{children:(0,t.jsx)(n.a,{href:"https://www.youtube.com/watch?v=5aTo8n-ql0s&ab_channel=GOTOConferences",children:"Infobesity - How to Cope with the Overload of Information \u2022 Fabio Nudge \u2022 YOW! 2023 - YouTube"})}),"\n"]})]})}function c(e={}){const{wrapper:n}={...(0,r.a)(),...e.components};return n?(0,t.jsx)(n,{...e,children:(0,t.jsx)(d,{...e})}):d(e)}},99683:(e,n,i)=>{i.d(n,{Z:()=>t});const t=i.p+"assets/images/Learning-Intro-image1-377110a78d2f96104ed8dd97099cf265.jpg"},72671:(e,n,i)=>{i.d(n,{Z:()=>t});const t=i.p+"assets/images/Pasted image 20230716224959-7d4cbbdb031cb943e66868522ae226cf.png"},822219:(e,n,i)=>{i.d(n,{Z:()=>t});const t=i.p+"assets/images/Pasted image 20231223204149-359e81509c30a78a45bec7203aa70f8f.png"},511151:(e,n,i)=>{i.d(n,{Z:()=>a,a:()=>s});var t=i(667294);const r={},o=t.createContext(r);function s(e){const n=t.useContext(o);return t.useMemo((function(){return"function"==typeof e?e(n):{...n,...e}}),[n,e])}function a(e){let n;return n=e.disableParentContext?"function"==typeof e.components?e.components(r):e.components||r:s(e.components),t.createElement(o.Provider,{value:n},e.children)}}}]); \ No newline at end of file diff --git a/assets/js/69b3687f.2ae71290.js b/assets/js/69b3687f.71aa9706.js similarity index 85% rename from assets/js/69b3687f.2ae71290.js rename to assets/js/69b3687f.71aa9706.js index d6ae3596732..d3c00b86211 100644 --- a/assets/js/69b3687f.2ae71290.js +++ b/assets/js/69b3687f.71aa9706.js @@ -1 +1 @@ -"use strict";(self.webpackChunkdeep_notes=self.webpackChunkdeep_notes||[]).push([[20689],{781650:(e,n,i)=>{i.r(n),i.d(n,{assets:()=>a,contentTitle:()=>o,default:()=>h,frontMatter:()=>r,metadata:()=>l,toc:()=>c});var s=i(785893),t=i(511151);const r={},o="Intro",l={id:"management/project-management/intro",title:"Intro",description:"https://blog.trello.com/project-management-methodologies",source:"@site/docs/management/project-management/intro.md",sourceDirName:"management/project-management",slug:"/management/project-management/intro",permalink:"/management/project-management/intro",draft:!1,unlisted:!1,editUrl:"https://github.com/deepaksood619/deepaksood619.github.io/tree/master/docs/management/project-management/intro.md",tags:[],version:"current",lastUpdatedAt:1728632308,formattedLastUpdatedAt:"Oct 11, 2024",frontMatter:{},sidebar:"tutorialSidebar",previous:{title:"Goals Setting",permalink:"/management/project-management/goals-setting"},next:{title:"JIRA",permalink:"/management/project-management/jira"}},a={},c=[{value:"Project Factors",id:"project-factors",level:2},{value:"What we need",id:"what-we-need",level:2},{value:"Engineering principles",id:"engineering-principles",level:2},{value:"Daily Standup",id:"daily-standup",level:2},{value:"Startup Engineering Team",id:"startup-engineering-team",level:2},{value:"Challenges for managers with engineering productivity",id:"challenges-for-managers-with-engineering-productivity",level:4},{value:"On-boarding for maximum engineering productivity",id:"on-boarding-for-maximum-engineering-productivity",level:4},{value:"Effects of mentoring on engineering productivity",id:"effects-of-mentoring-on-engineering-productivity",level:4},{value:"Keeping engineering productivity high",id:"keeping-engineering-productivity-high",level:4},{value:"How to improve engineering productivity",id:"how-to-improve-engineering-productivity",level:4},{value:"The Chicken and the Pig",id:"the-chicken-and-the-pig",level:2},{value:"Process groups",id:"process-groups",level:2},{value:"RACI Matrix",id:"raci-matrix",level:2},{value:"Projects",id:"projects",level:2},{value:"Stages",id:"stages",level:2},{value:"Process / Procedure",id:"process--procedure",level:2},{value:"Terms",id:"terms",level:2},{value:"RFQ - Request For Quote",id:"rfq---request-for-quote",level:3},{value:"RFP - Request For Proposal",id:"rfp---request-for-proposal",level:3},{value:"Others",id:"others",level:3},{value:"Analytics",id:"analytics",level:2},{value:"Questions",id:"questions",level:2},{value:"Links",id:"links",level:2}];function d(e){const n={a:"a",h1:"h1",h2:"h2",h3:"h3",h4:"h4",li:"li",p:"p",strong:"strong",ul:"ul",...(0,t.a)(),...e.components};return(0,s.jsxs)(s.Fragment,{children:[(0,s.jsx)(n.h1,{id:"intro",children:"Intro"}),"\n",(0,s.jsx)(n.p,{children:(0,s.jsx)(n.a,{href:"https://blog.trello.com/project-management-methodologies",children:"https://blog.trello.com/project-management-methodologies"})}),"\n",(0,s.jsx)(n.h2,{id:"project-factors",children:"Project Factors"}),"\n",(0,s.jsxs)(n.ul,{children:["\n",(0,s.jsx)(n.li,{children:"Project budget: How much money is going to be spent on this project? How is it divided up?"}),"\n",(0,s.jsx)(n.li,{children:"Timeline: When is your project due by?"}),"\n",(0,s.jsx)(n.li,{children:"Goals: What are the project's end goals and deliverables? Start there and work backward."}),"\n",(0,s.jsxs)(n.li,{children:["Values: How do your organizational goals and values apply to this project? Knowing this will help set expectations (and help you hold team members ",(0,s.jsx)(n.a,{href:"https://blog.trello.com/accountability-tips-remote-work?hsLang=en",children:"accountable for their commitments"}),")."]}),"\n",(0,s.jsx)(n.li,{children:"Complexity and Scale: How complex or simple is this project?"}),"\n",(0,s.jsx)(n.li,{children:"Flexibility: How flexible or rigid is this project and its end goals, timelines, deliverables, and team or stakeholder expectations?"}),"\n",(0,s.jsx)(n.li,{children:"Project type and industry: Some methodologies work best for certain industries and project types, such as highly creative projects or product development sprints."}),"\n",(0,s.jsx)(n.li,{children:"Team: Consider the team size, diversity, flexibility, experience, and individual expertise or strengths and weaknesses, as well as their ability to collaborate and communicate when choosing a methodology."}),"\n"]}),"\n",(0,s.jsx)(n.h2,{id:"what-we-need",children:"What we need"}),"\n",(0,s.jsxs)(n.ul,{children:["\n",(0,s.jsx)(n.li,{children:"Advanced project & task management"}),"\n",(0,s.jsx)(n.li,{children:"Dynamic sprint metrics & planning"}),"\n",(0,s.jsx)(n.li,{children:"Deep linking between team members, projects, tasks, & sprints"}),"\n",(0,s.jsx)(n.li,{children:"Overall & per sprint Block dashboards powered by filtered views"}),"\n",(0,s.jsx)(n.li,{children:"Capacity planning (overall & per sprint)"}),"\n",(0,s.jsx)(n.li,{children:"Story pointing process"}),"\n",(0,s.jsx)(n.li,{children:"Project alignment to epics & workstreams"}),"\n",(0,s.jsx)(n.li,{children:"Change request log"}),"\n",(0,s.jsx)(n.li,{children:"Project calendar"}),"\n",(0,s.jsx)(n.li,{children:"Pre-built backlog & change request forms"}),"\n",(0,s.jsx)(n.li,{children:"Design review facilitation"}),"\n",(0,s.jsx)(n.li,{children:"Personal views for projects, tasks, and dashboards"}),"\n",(0,s.jsx)(n.li,{children:"Designed to scale yearly with easy-to-follow instructions"}),"\n"]}),"\n",(0,s.jsx)(n.h2,{id:"engineering-principles",children:"Engineering principles"}),"\n",(0,s.jsxs)(n.ul,{children:["\n",(0,s.jsxs)(n.li,{children:[(0,s.jsx)(n.strong,{children:"All-in -"})," This was a massive program and it needed the entire company, from exec to intern, behind it."]}),"\n",(0,s.jsxs)(n.li,{children:[(0,s.jsx)(n.strong,{children:"Attack the riskiest assumption -"})," Don't think \"MVP.\" Think about what the riskiest part of the entire program is, and focus on that until it's no longer the top risk."]}),"\n",(0,s.jsxs)(n.li,{children:[(0,s.jsx)(n.strong,{children:"Incremental, even when it hurts -"})," Reduce risk by breaking the migration into as many small parts as possible, even when that increases dev time."]}),"\n",(0,s.jsxs)(n.li,{children:[(0,s.jsx)(n.strong,{children:"Sprint to 100% -"})," In this program, the payoff was when we could completely stop deploying to the old infrastructure. Don't slow down or lose focus until you are done."]}),"\n"]}),"\n",(0,s.jsx)(n.p,{children:(0,s.jsx)(n.a,{href:"https://www.atlassian.com/blog/technology/software-engineering-principles-massive-projects",children:"https://www.atlassian.com/blog/technology/software-engineering-principles-massive-projects"})}),"\n",(0,s.jsx)(n.p,{children:(0,s.jsx)(n.a,{href:"https://www.atlassian.com/blog/inside-atlassian/stopping-team-dysfunction-before-it-starts",children:"https://www.atlassian.com/blog/inside-atlassian/stopping-team-dysfunction-before-it-starts"})}),"\n",(0,s.jsx)(n.h2,{id:"daily-standup",children:"Daily Standup"}),"\n",(0,s.jsxs)(n.ul,{children:["\n",(0,s.jsxs)(n.li,{children:["\n",(0,s.jsx)(n.p,{children:"It is held at the same time and place every day"}),"\n"]}),"\n",(0,s.jsxs)(n.li,{children:["\n",(0,s.jsx)(n.p,{children:"It involves the same participants every day"}),"\n"]}),"\n",(0,s.jsxs)(n.li,{children:["\n",(0,s.jsx)(n.p,{children:"There is a fixed agenda that is usually to 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When producing a dish made of eggs with ham or bacon, the ",(0,s.jsx)(n.a,{href:"https://en.wikipedia.org/wiki/Pig",children:"pig"})," provides the ham or bacon which requires his or her sacrifice and the ",(0,s.jsx)(n.a,{href:"https://en.wikipedia.org/wiki/Chicken",children:"chicken"})," provides the eggs which are not difficult to produce. Thus the pig is really committed to that dish while the chicken is only involved, yet both are needed to produce the dish."]}),"\n",(0,s.jsx)(n.p,{children:"The Chicken is involved, but the Pig commits!"}),"\n",(0,s.jsx)(n.p,{children:(0,s.jsx)(n.a,{href:"https://en.wikipedia.org/wiki/The_Chicken_and_the_Pig",children:"https://en.wikipedia.org/wiki/The_Chicken_and_the_Pig"})}),"\n",(0,s.jsx)(n.h2,{id:"process-groups",children:"Process groups"}),"\n",(0,s.jsxs)(n.ul,{children:["\n",(0,s.jsx)(n.li,{children:"Initiation"}),"\n",(0,s.jsx)(n.li,{children:"Planning"}),"\n",(0,s.jsx)(n.li,{children:"Production or execution"}),"\n",(0,s.jsx)(n.li,{children:"Monitoring and controlling"}),"\n",(0,s.jsx)(n.li,{children:"Closing"}),"\n"]}),"\n",(0,s.jsx)(n.p,{children:(0,s.jsx)(n.a,{href:"https://en.wikipedia.org/wiki/Project_management",children:"https://en.wikipedia.org/wiki/Project_management"})}),"\n",(0,s.jsx)(n.h2,{id:"raci-matrix",children:"RACI Matrix"}),"\n",(0,s.jsxs)(n.p,{children:["A responsibility assignment matrix (RAM), also known as RACI matrix or linear responsibility chart (LRC), describes the participation by various ",(0,s.jsx)(n.a,{href:"https://en.wikipedia.org/wiki/Role",children:"roles"})," in completing ",(0,s.jsx)(n.a,{href:"https://en.wikipedia.org/wiki/Task_(project_management)",children:"tasks"})," or ",(0,s.jsx)(n.a,{href:"https://en.wikipedia.org/wiki/Deliverable",children:"deliverables"})," for a ",(0,s.jsx)(n.a,{href:"https://en.wikipedia.org/wiki/Project",children:"project"})," or ",(0,s.jsx)(n.a,{href:"https://en.wikipedia.org/wiki/Business_process",children:"business process"}),". RACI is an ",(0,s.jsx)(n.a,{href:"https://en.wikipedia.org/wiki/Acronym",children:"acronym"})," derived from the four key responsibilities most typically used: ",(0,s.jsx)(n.strong,{children:"responsible, accountable, consulted, and informed"}),". It is used for clarifying and defining roles and responsibilities in cross-functional or departmental projects and processes"]}),"\n",(0,s.jsx)(n.p,{children:(0,s.jsx)(n.a,{href:"https://en.wikipedia.org/wiki/Responsibility_assignment_matrix",children:"https://en.wikipedia.org/wiki/Responsibility_assignment_matrix"})}),"\n",(0,s.jsx)(n.h2,{id:"projects",children:"Projects"}),"\n",(0,s.jsxs)(n.ul,{children:["\n",(0,s.jsx)(n.li,{children:"HLD"}),"\n",(0,s.jsx)(n.li,{children:"LLD"}),"\n",(0,s.jsx)(n.li,{children:"Product Review"}),"\n",(0,s.jsx)(n.li,{children:"Risk Review"}),"\n",(0,s.jsxs)(n.li,{children:["Engineering Review","\n",(0,s.jsxs)(n.ul,{children:["\n",(0,s.jsx)(n.li,{children:"API Design"}),"\n",(0,s.jsx)(n.li,{children:"Database modeling"}),"\n",(0,s.jsx)(n.li,{children:"Test cases"}),"\n"]}),"\n"]}),"\n",(0,s.jsx)(n.li,{children:"Demo - 1 (product + engineering)"}),"\n",(0,s.jsx)(n.li,{children:"Demo - 2 (product + engineering)"}),"\n",(0,s.jsx)(n.li,{children:"Demo - 3 by QA (product + engineering)"}),"\n",(0,s.jsx)(n.li,{children:"Release"}),"\n",(0,s.jsx)(n.li,{children:"Monitoring"}),"\n",(0,s.jsx)(n.li,{children:"Retro"}),"\n"]}),"\n",(0,s.jsx)(n.h2,{id:"stages",children:"Stages"}),"\n",(0,s.jsxs)(n.ul,{children:["\n",(0,s.jsx)(n.li,{children:"Scope"}),"\n",(0,s.jsx)(n.li,{children:"Scope freeze"}),"\n",(0,s.jsx)(n.li,{children:"Exploration"}),"\n",(0,s.jsx)(n.li,{children:"Discussion"}),"\n",(0,s.jsx)(n.li,{children:"Test case creation"}),"\n",(0,s.jsx)(n.li,{children:"Test case review"}),"\n",(0,s.jsxs)(n.li,{children:[(0,s.jsx)(n.strong,{children:"Design documentation"}),"\n",(0,s.jsxs)(n.ul,{children:["\n",(0,s.jsx)(n.li,{children:"Use case"}),"\n",(0,s.jsx)(n.li,{children:"Scope"}),"\n",(0,s.jsx)(n.li,{children:"Cuts"}),"\n",(0,s.jsx)(n.li,{children:"HLD (High level design)"}),"\n",(0,s.jsx)(n.li,{children:"LLD (Low level design)"}),"\n"]}),"\n"]}),"\n",(0,s.jsx)(n.li,{children:"Design review"}),"\n",(0,s.jsx)(n.li,{children:"Coding"}),"\n",(0,s.jsx)(n.li,{children:"Unit testing"}),"\n",(0,s.jsx)(n.li,{children:"PO Review"}),"\n",(0,s.jsx)(n.li,{children:"Code Review"}),"\n",(0,s.jsx)(n.li,{children:"Q/A - 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Request For Quote"}),"\n",(0,s.jsx)(n.p,{children:"A business sends an RFQ when they already know what they want to buy and are looking for pricing options.\xa0RFQs are often used when a company wants to compare prices from different vendors, or when they're comparing goods instead of services.\xa0An RFQ can be like a shopping list for specific pricing details, and it outlines how vendors should provide pricing data.\xa0The business will usually award the contract to the vendor with the lowest bid that meets the qualifying criteria."}),"\n",(0,s.jsx)(n.h3,{id:"rfp---request-for-proposal",children:"RFP - Request For Proposal"}),"\n",(0,s.jsx)(n.p,{children:"A business sends an RFP when they need more information about a product or service, or when they have a problem but aren't sure how to solve it.\xa0RFPs are often used for complex projects, and they describe the scope of a project in detail and ask suppliers to come up with different solutions.\xa0The goal of an RFP is to find the right partner for the project based on capabilities and compatibility, not just cost."}),"\n",(0,s.jsx)(n.p,{children:(0,s.jsx)(n.a,{href:"https://www.calligo.io/wp-content/uploads/2023/09/Calligo-Cloud-RFP-Guide.pdf",children:"Calligo-Cloud-RFP-Guide.pdf"})}),"\n",(0,s.jsx)(n.h3,{id:"others",children:"Others"}),"\n",(0,s.jsxs)(n.ul,{children:["\n",(0,s.jsx)(n.li,{children:"BAFO - 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YouTube"})}),"\n",(0,s.jsx)(n.p,{children:"Rolling wave planning"}),"\n",(0,s.jsxs)(n.ul,{children:["\n",(0,s.jsx)(n.li,{children:"Far away - high level idea"}),"\n",(0,s.jsx)(n.li,{children:"Near term - detailed plan"}),"\n"]})]})}function h(e={}){const{wrapper:n}={...(0,t.a)(),...e.components};return n?(0,s.jsx)(n,{...e,children:(0,s.jsx)(d,{...e})}):d(e)}},511151:(e,n,i)=>{i.d(n,{Z:()=>l,a:()=>o});var s=i(667294);const t={},r=s.createContext(t);function o(e){const n=s.useContext(r);return s.useMemo((function(){return"function"==typeof e?e(n):{...n,...e}}),[n,e])}function l(e){let n;return n=e.disableParentContext?"function"==typeof e.components?e.components(t):e.components||t:o(e.components),s.createElement(r.Provider,{value:n},e.children)}}}]); \ No newline at end of file +"use strict";(self.webpackChunkdeep_notes=self.webpackChunkdeep_notes||[]).push([[20689],{781650:(e,n,i)=>{i.r(n),i.d(n,{assets:()=>a,contentTitle:()=>o,default:()=>h,frontMatter:()=>r,metadata:()=>l,toc:()=>c});var s=i(785893),t=i(511151);const r={},o="Intro",l={id:"management/project-management/intro",title:"Intro",description:"https://blog.trello.com/project-management-methodologies",source:"@site/docs/management/project-management/intro.md",sourceDirName:"management/project-management",slug:"/management/project-management/intro",permalink:"/management/project-management/intro",draft:!1,unlisted:!1,editUrl:"https://github.com/deepaksood619/deepaksood619.github.io/tree/master/docs/management/project-management/intro.md",tags:[],version:"current",lastUpdatedAt:1729278358,formattedLastUpdatedAt:"Oct 18, 2024",frontMatter:{},sidebar:"tutorialSidebar",previous:{title:"Goals Setting",permalink:"/management/project-management/goals-setting"},next:{title:"JIRA",permalink:"/management/project-management/jira"}},a={},c=[{value:"Project Factors",id:"project-factors",level:2},{value:"What we need",id:"what-we-need",level:2},{value:"Engineering principles",id:"engineering-principles",level:2},{value:"Daily Standup",id:"daily-standup",level:2},{value:"Startup Engineering Team",id:"startup-engineering-team",level:2},{value:"Challenges for managers with engineering productivity",id:"challenges-for-managers-with-engineering-productivity",level:4},{value:"On-boarding for maximum engineering productivity",id:"on-boarding-for-maximum-engineering-productivity",level:4},{value:"Effects of mentoring on engineering productivity",id:"effects-of-mentoring-on-engineering-productivity",level:4},{value:"Keeping engineering productivity high",id:"keeping-engineering-productivity-high",level:4},{value:"How to improve engineering productivity",id:"how-to-improve-engineering-productivity",level:4},{value:"The Chicken and the Pig",id:"the-chicken-and-the-pig",level:2},{value:"Process groups",id:"process-groups",level:2},{value:"RACI Matrix",id:"raci-matrix",level:2},{value:"Projects",id:"projects",level:2},{value:"Stages",id:"stages",level:2},{value:"Process / Procedure",id:"process--procedure",level:2},{value:"Terms",id:"terms",level:2},{value:"RFQ - 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How is it divided up?"}),"\n",(0,s.jsx)(n.li,{children:"Timeline: When is your project due by?"}),"\n",(0,s.jsx)(n.li,{children:"Goals: What are the project's end goals and deliverables? Start there and work backward."}),"\n",(0,s.jsxs)(n.li,{children:["Values: How do your organizational goals and values apply to this project? Knowing this will help set expectations (and help you hold team members ",(0,s.jsx)(n.a,{href:"https://blog.trello.com/accountability-tips-remote-work?hsLang=en",children:"accountable for their commitments"}),")."]}),"\n",(0,s.jsx)(n.li,{children:"Complexity and Scale: How complex or simple is this project?"}),"\n",(0,s.jsx)(n.li,{children:"Flexibility: How flexible or rigid is this project and its end goals, timelines, deliverables, and team or stakeholder expectations?"}),"\n",(0,s.jsx)(n.li,{children:"Project type and industry: Some methodologies work best for certain industries and project types, such as highly creative projects or product development sprints."}),"\n",(0,s.jsx)(n.li,{children:"Team: Consider the team size, diversity, flexibility, experience, and individual expertise or strengths and weaknesses, as well as their ability to collaborate and communicate when choosing a methodology."}),"\n"]}),"\n",(0,s.jsx)(n.h2,{id:"what-we-need",children:"What we need"}),"\n",(0,s.jsxs)(n.ul,{children:["\n",(0,s.jsx)(n.li,{children:"Advanced project & task management"}),"\n",(0,s.jsx)(n.li,{children:"Dynamic sprint metrics & planning"}),"\n",(0,s.jsx)(n.li,{children:"Deep linking between team members, projects, tasks, & sprints"}),"\n",(0,s.jsx)(n.li,{children:"Overall & per sprint Block dashboards powered by filtered views"}),"\n",(0,s.jsx)(n.li,{children:"Capacity planning (overall & per sprint)"}),"\n",(0,s.jsx)(n.li,{children:"Story pointing process"}),"\n",(0,s.jsx)(n.li,{children:"Project alignment to epics & workstreams"}),"\n",(0,s.jsx)(n.li,{children:"Change request log"}),"\n",(0,s.jsx)(n.li,{children:"Project calendar"}),"\n",(0,s.jsx)(n.li,{children:"Pre-built backlog & change request forms"}),"\n",(0,s.jsx)(n.li,{children:"Design review facilitation"}),"\n",(0,s.jsx)(n.li,{children:"Personal views for projects, tasks, and dashboards"}),"\n",(0,s.jsx)(n.li,{children:"Designed to scale yearly with easy-to-follow instructions"}),"\n"]}),"\n",(0,s.jsx)(n.h2,{id:"engineering-principles",children:"Engineering principles"}),"\n",(0,s.jsxs)(n.ul,{children:["\n",(0,s.jsxs)(n.li,{children:[(0,s.jsx)(n.strong,{children:"All-in -"})," This was a massive program and it needed the entire company, from exec to intern, behind it."]}),"\n",(0,s.jsxs)(n.li,{children:[(0,s.jsx)(n.strong,{children:"Attack the riskiest assumption -"})," Don't think \"MVP.\" Think about what the riskiest part of the entire program is, and focus on that until it's no longer the top risk."]}),"\n",(0,s.jsxs)(n.li,{children:[(0,s.jsx)(n.strong,{children:"Incremental, even when it hurts -"})," Reduce risk by breaking the migration into as many small parts as possible, even when that increases dev time."]}),"\n",(0,s.jsxs)(n.li,{children:[(0,s.jsx)(n.strong,{children:"Sprint to 100% -"})," In this program, the payoff was when we could completely stop deploying to the old infrastructure. Don't slow down or lose focus until you are done."]}),"\n"]}),"\n",(0,s.jsx)(n.p,{children:(0,s.jsx)(n.a,{href:"https://www.atlassian.com/blog/technology/software-engineering-principles-massive-projects",children:"https://www.atlassian.com/blog/technology/software-engineering-principles-massive-projects"})}),"\n",(0,s.jsx)(n.p,{children:(0,s.jsx)(n.a,{href:"https://www.atlassian.com/blog/inside-atlassian/stopping-team-dysfunction-before-it-starts",children:"https://www.atlassian.com/blog/inside-atlassian/stopping-team-dysfunction-before-it-starts"})}),"\n",(0,s.jsx)(n.h2,{id:"daily-standup",children:"Daily Standup"}),"\n",(0,s.jsxs)(n.ul,{children:["\n",(0,s.jsxs)(n.li,{children:["\n",(0,s.jsx)(n.p,{children:"It is held at the same time and place every day"}),"\n"]}),"\n",(0,s.jsxs)(n.li,{children:["\n",(0,s.jsx)(n.p,{children:"It involves the same participants every day"}),"\n"]}),"\n",(0,s.jsxs)(n.li,{children:["\n",(0,s.jsx)(n.p,{children:"There is a fixed agenda that is usually to 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When producing a dish made of eggs with ham or bacon, the ",(0,s.jsx)(n.a,{href:"https://en.wikipedia.org/wiki/Pig",children:"pig"})," provides the ham or bacon which requires his or her sacrifice and the ",(0,s.jsx)(n.a,{href:"https://en.wikipedia.org/wiki/Chicken",children:"chicken"})," provides the eggs which are not difficult to produce. Thus the pig is really committed to that dish while the chicken is only involved, yet both are needed to produce the dish."]}),"\n",(0,s.jsx)(n.p,{children:"The Chicken is involved, but the Pig commits!"}),"\n",(0,s.jsx)(n.p,{children:(0,s.jsx)(n.a,{href:"https://en.wikipedia.org/wiki/The_Chicken_and_the_Pig",children:"https://en.wikipedia.org/wiki/The_Chicken_and_the_Pig"})}),"\n",(0,s.jsx)(n.h2,{id:"process-groups",children:"Process groups"}),"\n",(0,s.jsxs)(n.ul,{children:["\n",(0,s.jsx)(n.li,{children:"Initiation"}),"\n",(0,s.jsx)(n.li,{children:"Planning"}),"\n",(0,s.jsx)(n.li,{children:"Production or execution"}),"\n",(0,s.jsx)(n.li,{children:"Monitoring and controlling"}),"\n",(0,s.jsx)(n.li,{children:"Closing"}),"\n"]}),"\n",(0,s.jsx)(n.p,{children:(0,s.jsx)(n.a,{href:"https://en.wikipedia.org/wiki/Project_management",children:"https://en.wikipedia.org/wiki/Project_management"})}),"\n",(0,s.jsx)(n.h2,{id:"raci-matrix",children:"RACI Matrix"}),"\n",(0,s.jsxs)(n.p,{children:["A responsibility assignment matrix (RAM), also known as RACI matrix or linear responsibility chart (LRC), describes the participation by various ",(0,s.jsx)(n.a,{href:"https://en.wikipedia.org/wiki/Role",children:"roles"})," in completing ",(0,s.jsx)(n.a,{href:"https://en.wikipedia.org/wiki/Task_(project_management)",children:"tasks"})," or ",(0,s.jsx)(n.a,{href:"https://en.wikipedia.org/wiki/Deliverable",children:"deliverables"})," for a ",(0,s.jsx)(n.a,{href:"https://en.wikipedia.org/wiki/Project",children:"project"})," or ",(0,s.jsx)(n.a,{href:"https://en.wikipedia.org/wiki/Business_process",children:"business process"}),". RACI is an ",(0,s.jsx)(n.a,{href:"https://en.wikipedia.org/wiki/Acronym",children:"acronym"})," derived from the four key responsibilities most typically used: ",(0,s.jsx)(n.strong,{children:"responsible, accountable, consulted, and informed"}),". It is used for clarifying and defining roles and responsibilities in cross-functional or departmental projects and processes"]}),"\n",(0,s.jsx)(n.p,{children:(0,s.jsx)(n.a,{href:"https://en.wikipedia.org/wiki/Responsibility_assignment_matrix",children:"https://en.wikipedia.org/wiki/Responsibility_assignment_matrix"})}),"\n",(0,s.jsx)(n.h2,{id:"projects",children:"Projects"}),"\n",(0,s.jsxs)(n.ul,{children:["\n",(0,s.jsx)(n.li,{children:"HLD"}),"\n",(0,s.jsx)(n.li,{children:"LLD"}),"\n",(0,s.jsx)(n.li,{children:"Product Review"}),"\n",(0,s.jsx)(n.li,{children:"Risk Review"}),"\n",(0,s.jsxs)(n.li,{children:["Engineering Review","\n",(0,s.jsxs)(n.ul,{children:["\n",(0,s.jsx)(n.li,{children:"API Design"}),"\n",(0,s.jsx)(n.li,{children:"Database modeling"}),"\n",(0,s.jsx)(n.li,{children:"Test cases"}),"\n"]}),"\n"]}),"\n",(0,s.jsx)(n.li,{children:"Demo - 1 (product + engineering)"}),"\n",(0,s.jsx)(n.li,{children:"Demo - 2 (product + engineering)"}),"\n",(0,s.jsx)(n.li,{children:"Demo - 3 by QA (product + engineering)"}),"\n",(0,s.jsx)(n.li,{children:"Release"}),"\n",(0,s.jsx)(n.li,{children:"Monitoring"}),"\n",(0,s.jsx)(n.li,{children:"Retro"}),"\n"]}),"\n",(0,s.jsx)(n.h2,{id:"stages",children:"Stages"}),"\n",(0,s.jsxs)(n.ul,{children:["\n",(0,s.jsx)(n.li,{children:"Scope"}),"\n",(0,s.jsx)(n.li,{children:"Scope freeze"}),"\n",(0,s.jsx)(n.li,{children:"Exploration"}),"\n",(0,s.jsx)(n.li,{children:"Discussion"}),"\n",(0,s.jsx)(n.li,{children:"Test case creation"}),"\n",(0,s.jsx)(n.li,{children:"Test case review"}),"\n",(0,s.jsxs)(n.li,{children:[(0,s.jsx)(n.strong,{children:"Design documentation"}),"\n",(0,s.jsxs)(n.ul,{children:["\n",(0,s.jsx)(n.li,{children:"Use case"}),"\n",(0,s.jsx)(n.li,{children:"Scope"}),"\n",(0,s.jsx)(n.li,{children:"Cuts"}),"\n",(0,s.jsx)(n.li,{children:"HLD (High level design)"}),"\n",(0,s.jsx)(n.li,{children:"LLD (Low level design)"}),"\n"]}),"\n"]}),"\n",(0,s.jsx)(n.li,{children:"Design review"}),"\n",(0,s.jsx)(n.li,{children:"Coding"}),"\n",(0,s.jsx)(n.li,{children:"Unit testing"}),"\n",(0,s.jsx)(n.li,{children:"PO Review"}),"\n",(0,s.jsx)(n.li,{children:"Code Review"}),"\n",(0,s.jsx)(n.li,{children:"Q/A - 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Request For Quote"}),"\n",(0,s.jsx)(n.p,{children:"A business sends an RFQ when they already know what they want to buy and are looking for pricing options.\xa0RFQs are often used when a company wants to compare prices from different vendors, or when they're comparing goods instead of services.\xa0An RFQ can be like a shopping list for specific pricing details, and it outlines how vendors should provide pricing data.\xa0The business will usually award the contract to the vendor with the lowest bid that meets the qualifying criteria."}),"\n",(0,s.jsx)(n.h3,{id:"rfp---request-for-proposal",children:"RFP - Request For Proposal"}),"\n",(0,s.jsx)(n.p,{children:"A business sends an RFP when they need more information about a product or service, or when they have a problem but aren't sure how to solve it.\xa0RFPs are often used for complex projects, and they describe the scope of a project in detail and ask suppliers to come up with different solutions.\xa0The goal of an RFP is to find the right partner for the project based on capabilities and compatibility, not just cost."}),"\n",(0,s.jsxs)(n.ul,{children:["\n",(0,s.jsx)(n.li,{children:"Add references and case studies"}),"\n"]}),"\n",(0,s.jsx)(n.p,{children:(0,s.jsx)(n.a,{href:"https://www.calligo.io/wp-content/uploads/2023/09/Calligo-Cloud-RFP-Guide.pdf",children:"Calligo-Cloud-RFP-Guide.pdf"})}),"\n",(0,s.jsx)(n.h3,{id:"others",children:"Others"}),"\n",(0,s.jsxs)(n.ul,{children:["\n",(0,s.jsx)(n.li,{children:"BAFO - 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person"}),"\n",(0,t.jsxs)(n.ol,{children:["\n",(0,t.jsx)(n.li,{children:"Tab + earphone for everyone"}),"\n",(0,t.jsx)(n.li,{children:"Everyone will be quizzed and taught about something+ practical hands on learning"}),"\n",(0,t.jsx)(n.li,{children:"Create an app, that will tell kids to do everything, along with sending items for art and craft, it should be multi modal live 24x7, digital tutor"}),"\n"]}),"\n",(0,t.jsx)(n.h2,{id:"business",children:"Business"}),"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsx)(n.li,{children:"JEE Preparation"}),"\n",(0,t.jsx)(n.li,{children:"UPSC Preparation"}),"\n"]}),"\n",(0,t.jsx)(n.h2,{id:"study-loop-personal-tutor",children:"Study loop, personal tutor"}),"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsxs)(n.li,{children:["\n",(0,t.jsx)(n.p,{children:"Give task/questions"}),"\n"]}),"\n",(0,t.jsxs)(n.li,{children:["\n",(0,t.jsx)(n.p,{children:"Evaluate your answer"}),"\n"]}),"\n",(0,t.jsxs)(n.li,{children:["\n",(0,t.jsx)(n.p,{children:"Give 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tutor"})}),"\n",(0,t.jsx)(n.li,{children:(0,t.jsx)(n.a,{href:"https://www.khanacademy.org/",children:"Khan Academy | Free Online Courses, Lessons & Practice"})}),"\n",(0,t.jsx)(n.li,{children:"Youtube Learning (Experimental)"}),"\n"]}),"\n",(0,t.jsx)(n.h2,{id:"free-education-with-boarding-coaching",children:"Free Education with Boarding (Coaching)"}),"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsx)(n.li,{children:"Job Guarantee and skill focused"}),"\n",(0,t.jsx)(n.li,{children:"24 hour schedule"}),"\n",(0,t.jsx)(n.li,{children:"Pre screening"}),"\n",(0,t.jsx)(n.li,{children:"Candidates don't have to worry about anything (House, AC+Heating, Food)"}),"\n",(0,t.jsx)(n.li,{children:"1 year course"}),"\n",(0,t.jsx)(n.li,{children:"Digital + AI Based personalized coaching"}),"\n",(0,t.jsx)(n.li,{children:"Top class employable persons"}),"\n"]}),"\n",(0,t.jsx)(n.h2,{id:"education-mobile-phones",children:"Education Mobile phones"}),"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsx)(n.li,{children:"Give mobile phones / laptop to children, with all reports of usage gone back to teachers"}),"\n",(0,t.jsx)(n.li,{children:"Highly controlled"}),"\n",(0,t.jsx)(n.li,{children:"Tests / video lectures and all"}),"\n",(0,t.jsx)(n.li,{children:"Only able to navigate what they are required to"}),"\n",(0,t.jsx)(n.li,{children:"Get funds from goverment to skill up everyone"}),"\n",(0,t.jsx)(n.li,{children:"Youtube (get everything they watched, control what they watch and how much)"}),"\n",(0,t.jsx)(n.li,{children:"Central Monitoring dashboards for all devices"}),"\n",(0,t.jsx)(n.li,{children:"Easy to use by children, adults"}),"\n",(0,t.jsx)(n.li,{children:"Not for entertainment, free to use"}),"\n",(0,t.jsx)(n.li,{children:"Regional content"}),"\n",(0,t.jsx)(n.li,{children:"Maybe create an app that controls everything in tab/mobile/laptop"}),"\n",(0,t.jsx)(n.li,{children:"After completing course or paying or attaining a certain age (it can be unlocked fully)"}),"\n",(0,t.jsx)(n.li,{children:"Some amount of regulation and pressure is get maximum productivity"}),"\n",(0,t.jsx)(n.li,{children:"Study 1 hour to get 1 hour internet free"}),"\n",(0,t.jsx)(n.li,{children:"Healty competition between community (points and leaderboards)"}),"\n"]}),"\n",(0,t.jsx)(n.h2,{id:"global-education",children:"Global Education"}),"\n",(0,t.jsx)(n.p,{children:"Free Open Source Education for all fields and all classes from nursery to college - same over all the world. 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It should have like 1 crore column and then for each candidate one row and it should know for each candidate what he/she knows."}),"\n",(0,t.jsx)(n.p,{children:"This whole 1 crore features now should be sent to the LLM to decide on the next plan of action. as to what should be taught today to the candidate so that he can reach the ultimate goal. Foundational things should be taught first."}),"\n",(0,t.jsx)(n.p,{children:"It should also get when you want to give the exam. And create a plan according to that along with probability of cracking the exam displayed each day."}),"\n",(0,t.jsx)(n.p,{children:"It should make sure you learn 8 or whatever allocated hours for that day, based on your plan."}),"\n",(0,t.jsx)(n.p,{children:"First judge the LLM what is its current capability for cracking UPSC exam."}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.a,{href:"https://chatgpt.com/g/g-qlEOchbSN-upsc-gpt-complete-notes-maker?utm_source=gptshunter.com",children:"https://chatgpt.com/g/g-qlEOchbSN-upsc-gpt-complete-notes-maker?utm_source=gptshunter.com"})}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.a,{href:"https://chatgpt.com/g/g-qlEOchbSN-upsc-gpt-complete-notes-maker",children:"https://chatgpt.com/g/g-qlEOchbSN-upsc-gpt-complete-notes-maker"})}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.a,{href:"https://chatgpt.com/g/g-jsLRUXjZp-gandhi",children:"https://chatgpt.com/g/g-jsLRUXjZp-gandhi"})}),"\n",(0,t.jsx)(n.p,{children:"Save 100+ hours in prelims note making. Notes based on psychological method of 'Active Recall'. Reduces time to memorize and revise. Best for NCERTs, IGNOU, RS Sharma, Satish Chandra, Spectrum etc. While revising, take up questions randomly for better retention in memory."}),"\n",(0,t.jsx)(n.p,{children:"Just add a module of UPSC in khan academy. It has everything."}),"\n",(0,t.jsx)(n.h2,{id:"interview-prep-model",children:"Interview Prep Model"}),"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsx)(n.li,{children:"Do mock interviews"}),"\n",(0,t.jsx)(n.li,{children:"Tell what's wrong with the candidate"}),"\n",(0,t.jsx)(n.li,{children:"Share the module / courses and full plan on how to be better"}),"\n"]}),"\n",(0,t.jsx)(n.h2,{id:"links-1",children:"Links"}),"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsx)(n.li,{children:(0,t.jsx)(n.a,{href:"https://www.youtube.com/watch?v=KYAakLooVuE&ab_channel=freeCodeCamp.org",children:"He's helped THOUSANDS of people learn to code [Leon Noel of #100devs on freeCodeCamp Podcast #117] - YouTube"})}),"\n",(0,t.jsx)(n.li,{children:(0,t.jsx)(n.a,{href:"https://www.youtube.com/watch?v=sdZLz2t7U4Q",children:"The flawed history of testing \u2014 and how we move beyond it - YouTube"})}),"\n",(0,t.jsxs)(n.li,{children:["Liberated Podcast - ",(0,t.jsx)(n.a,{href:"https://www.youtube.com/@liberatedpodcast",children:"LiberatED with Kerry McDonald - YouTube"})]}),"\n"]})]})}function c(e={}){const{wrapper:n}={...(0,l.a)(),...e.components};return n?(0,t.jsx)(n,{...e,children:(0,t.jsx)(h,{...e})}):h(e)}},511151:(e,n,i)=>{i.d(n,{Z:()=>r,a:()=>s});var t=i(667294);const l={},a=t.createContext(l);function s(e){const n=t.useContext(a);return t.useMemo((function(){return"function"==typeof e?e(n):{...n,...e}}),[n,e])}function r(e){let n;return n=e.disableParentContext?"function"==typeof e.components?e.components(l):e.components||l:s(e.components),t.createElement(a.Provider,{value:n},e.children)}}}]); \ No newline at end of file diff --git a/assets/js/797f1027.0cefda5b.js b/assets/js/797f1027.0cefda5b.js new file mode 100644 index 00000000000..ad0a1d8f8a2 --- /dev/null +++ b/assets/js/797f1027.0cefda5b.js @@ -0,0 +1 @@ +"use strict";(self.webpackChunkdeep_notes=self.webpackChunkdeep_notes||[]).push([[17058],{222986:(e,t,s)=>{s.r(t),s.d(t,{assets:()=>o,contentTitle:()=>r,default:()=>d,frontMatter:()=>a,metadata:()=>l,toc:()=>h});var n=s(785893),i=s(511151);const a={},r="Wallets",l={id:"decentralized-applications/coins-tokens-chains/wallets",title:"Wallets",description:"not your keys, not your crypto",source:"@site/docs/decentralized-applications/coins-tokens-chains/wallets.md",sourceDirName:"decentralized-applications/coins-tokens-chains",slug:"/decentralized-applications/coins-tokens-chains/wallets",permalink:"/decentralized-applications/coins-tokens-chains/wallets",draft:!1,unlisted:!1,editUrl:"https://github.com/deepaksood619/deepaksood619.github.io/tree/master/docs/decentralized-applications/coins-tokens-chains/wallets.md",tags:[],version:"current",lastUpdatedAt:1729278358,formattedLastUpdatedAt:"Oct 18, 2024",frontMatter:{},sidebar:"tutorialSidebar",previous:{title:"Vechain",permalink:"/decentralized-applications/coins-tokens-chains/vechain"},next:{title:"Consensus Protocols",permalink:"/decentralized-applications/consensus-protocols"}},o={},h=[{value:"Types of Crypto wallets",id:"types-of-crypto-wallets",level:2},{value:"Crypto Wallets",id:"crypto-wallets",level:2},{value:"Wallets vs Accounts",id:"wallets-vs-accounts",level:2},{value:"Working",id:"working",level:2},{value:"How Many Bitcoin Addresses Are There",id:"how-many-bitcoin-addresses-are-there",level:3},{value:"Analogy",id:"analogy",level:3},{value:"So how do wallets determine if an address belongs to you?",id:"so-how-do-wallets-determine-if-an-address-belongs-to-you",level:3},{value:"Wallet Signature Request",id:"wallet-signature-request",level:2},{value:"Institutional",id:"institutional",level:2},{value:"Technologies",id:"technologies",level:2},{value:"Multisig",id:"multisig",level:3},{value:"Threshold Signature Scheme (TSS)",id:"threshold-signature-scheme-tss",level:3},{value:"Shamir secret sharing scheme (SSSS)",id:"shamir-secret-sharing-scheme-ssss",level:3},{value:"Tools",id:"tools",level:3}];function c(e){const t={a:"a",h1:"h1",h2:"h2",h3:"h3",li:"li",p:"p",strong:"strong",ul:"ul",...(0,i.a)(),...e.components};return(0,n.jsxs)(n.Fragment,{children:[(0,n.jsx)(t.h1,{id:"wallets",children:"Wallets"}),"\n",(0,n.jsx)(t.p,{children:"not your keys, not your crypto"}),"\n",(0,n.jsx)(t.h2,{id:"types-of-crypto-wallets",children:"Types of Crypto wallets"}),"\n",(0,n.jsx)(t.p,{children:"Not your keys not your coins"}),"\n",(0,n.jsxs)(t.ul,{children:["\n",(0,n.jsxs)(t.li,{children:["\n",(0,n.jsx)(t.p,{children:"Hot wallets"}),"\n",(0,n.jsxs)(t.ul,{children:["\n",(0,n.jsx)(t.li,{children:"These types of bitcoin wallets are connected to the internet and are typically available online or on your smartphone."}),"\n",(0,n.jsx)(t.li,{children:"Custodial wallets"}),"\n"]}),"\n"]}),"\n",(0,n.jsxs)(t.li,{children:["\n",(0,n.jsx)(t.p,{children:"Cold wallets / Hardware Wallets"}),"\n",(0,n.jsxs)(t.ul,{children:["\n",(0,n.jsx)(t.li,{children:"These types of bitcoin wallets cannot be accessed through the internet. They often involve physical devices (like a USB stick), where bitcoin and other cryptocurrencies can be stored securely offline."}),"\n",(0,n.jsx)(t.li,{children:"Authentication with hardware wallets like the Grid+ Lattice1, Keystone, Ledger, and Trezor."}),"\n",(0,n.jsx)(t.li,{children:(0,n.jsx)(t.a,{href:"https://shop.ledger.com/products/ledger-nano-s-plus",children:"Ledger Nano S Plus | Ledger"})}),"\n"]}),"\n"]}),"\n",(0,n.jsxs)(t.li,{children:["\n",(0,n.jsxs)(t.p,{children:["Paper Wallets - ",(0,n.jsx)(t.a,{href:"https://99bitcoins.com/bitcoin-wallet/paper/",children:"5 Steps to Creating an ULTRA Secure Bitcoin Paper Wallet (2023 Updated)"})]}),"\n"]}),"\n"]}),"\n",(0,n.jsx)(t.p,{children:(0,n.jsx)(t.a,{href:"https://www.coindesk.com/learn/how-to-store-your-bitcoin",children:"How to Store Your Bitcoin"})}),"\n",(0,n.jsx)(t.p,{children:(0,n.jsx)(t.a,{href:"https://consensys.net/blog/metamask/hardware-wallets-and-metamask-the-best-security-combo/",children:"Hardware Wallets And MetaMask: The Best Security Combo | ConsenSys"})}),"\n",(0,n.jsx)(t.p,{children:(0,n.jsx)(t.a,{href:"https://www.youtube.com/watch?v=byWul4xOBx0",children:"What is Metamask? Simple Cryptocurrency Wallet - YouTube"})}),"\n",(0,n.jsx)(t.p,{children:(0,n.jsx)(t.a,{href:"https://www.youtube.com/watch?v=opCOevmJAko",children:'"Not Your Keys, Not your Crypto" (Meaning + Issues) - YouTube'})}),"\n",(0,n.jsx)(t.p,{children:(0,n.jsx)(t.a,{href:"https://www.youtube.com/watch?v=GSTiKjnBaes",children:"How Bitcoin Wallets Work (Public & Private Key Explained) - YouTube"})}),"\n",(0,n.jsx)(t.p,{children:(0,n.jsx)(t.a,{href:"https://www.youtube.com/watch?v=mqEfldjCqVY",children:"wallet.fail (or How to Break the Most Popular Cryptocurrency Wallets) - YouTube"})}),"\n",(0,n.jsx)(t.h2,{id:"crypto-wallets",children:"Crypto Wallets"}),"\n",(0,n.jsxs)(t.ul,{children:["\n",(0,n.jsxs)(t.li,{children:["Metamask (A crypto wallet & gateway to blockchain apps)","\n",(0,n.jsxs)(t.ul,{children:["\n",(0,n.jsx)(t.li,{children:(0,n.jsx)(t.a,{href:"https://portfolio.metamask.io/",children:"MetaMask Portfolio dApp"})}),"\n",(0,n.jsx)(t.li,{children:(0,n.jsx)(t.a,{href:"https://chainstack.com/metamask-behind-the-scenes-not-only-a-crypto-wallet/",children:"MetaMask under the hood-not just a crypto wallet - Chainstack"})}),"\n"]}),"\n"]}),"\n",(0,n.jsxs)(t.li,{children:["Trustwallet (Multi Coin Wallet) - ",(0,n.jsx)(t.a,{href:"https://github.com/trustwallet/wallet-core",children:"GitHub - trustwallet/wallet-core: Cross-platform, cross-blockchain wallet library."})]}),"\n",(0,n.jsxs)(t.li,{children:[(0,n.jsx)(t.a,{href:"https://www.exodus.com/",children:"Best Crypto Wallet for Desktop & Mobile: Altcoin & Bitcoin | Exodus"})," (Multi Coin Wallet)"]}),"\n",(0,n.jsx)(t.li,{children:(0,n.jsx)(t.a,{href:"https://www.leapwallet.io/",children:"Leap Wallet"})}),"\n",(0,n.jsx)(t.li,{children:(0,n.jsx)(t.a,{href:"https://cakewallet.com/",children:"Cake Wallet"})}),"\n",(0,n.jsx)(t.li,{children:(0,n.jsx)(t.a,{href:"https://www.bitcoin.com/",children:"Buy Bitcoin & cryptocurrency | Wallet, news, education"})}),"\n"]}),"\n",(0,n.jsx)(t.p,{children:(0,n.jsx)(t.a,{href:"https://learn.metamask.io/lessons/what-is-a-crypto-wallet",children:"Metamask Learn: Your guide to getting started in Web3"})}),"\n",(0,n.jsx)(t.p,{children:(0,n.jsx)(t.a,{href:"https://www.youtube.com/watch?v=JCYIFtb8DwM",children:"TOP 3 DEFI WALLETS FOR 2021 - What Features Do They Support? - YouTube"})}),"\n",(0,n.jsx)(t.h2,{id:"wallets-vs-accounts",children:"Wallets vs Accounts"}),"\n",(0,n.jsx)(t.p,{children:"'Wallet' describes the MetaMask software you're using. 'Account' refers to a public-private key pair."}),"\n",(0,n.jsx)(t.p,{children:"Your wallet doesn't have an address; an account within it does. Instead, a MetaMask wallet is a software tool that allows you to manage and access accounts."}),"\n",(0,n.jsx)(t.p,{children:"You can derive more than one account from a Secret Recovery Phrase (seed phrase)."}),"\n",(0,n.jsx)(t.p,{children:"A wallet is a client (a piece of software) with which you manage your\xa0accounts."}),"\n",(0,n.jsx)(t.p,{children:"An account is a public-private key pair derived from your Secret Recovery Phrase (SRP)."}),"\n",(0,n.jsx)(t.p,{children:"Your accounts in MetaMask are each represented by a public address\xa0(the 'public' side of your key pair), which you may have seen referred to incorrectly as a 'wallet address'. There is no such thing: there is only an account address."}),"\n",(0,n.jsx)(t.p,{children:(0,n.jsx)(t.a,{href:"https://support.metamask.io/hc/en-us/articles/13466457757211-What-s-the-difference-between-a-wallet-and-an-account-",children:"What's the difference between a wallet and an account? - MetaMask"})}),"\n",(0,n.jsx)(t.h2,{id:"working",children:"Working"}),"\n",(0,n.jsx)(t.h3,{id:"how-many-bitcoin-addresses-are-there",children:"How Many Bitcoin Addresses Are There"}),"\n",(0,n.jsxs)(t.p,{children:["As long as Bitcoin uses the ",(0,n.jsx)(t.a,{href:"https://en.wikipedia.org/wiki/RIPEMD",children:"RIPEMD160"})," hash function, there are 2^160 Bitcoin addresses."]}),"\n",(0,n.jsx)(t.p,{children:"That number is: 1,461,501,637,330,902,918,203,684,832,716,283,019,655,932,542,976"}),"\n",(0,n.jsxs)(t.p,{children:["Bitcoin addresses are created using public keys. The public key is first hashed with the ",(0,n.jsx)(t.a,{href:"https://en.wikipedia.org/wiki/SHA-2",children:"SHA256 algorithm"}),", then that hash is taken and hashed again using the previously mentioned RipeMD160 algorithm."]}),"\n",(0,n.jsx)(t.h3,{id:"analogy",children:"Analogy"}),"\n",(0,n.jsx)(t.p,{children:"There are 2^63 grains of sand on all of the beaches of Earth, combined. That\u2019s roughly 9 quintillion grains of sand (or 9,223,372,036,854,775,808)."}),"\n",(0,n.jsx)(t.p,{children:"Imagine that each grain of sand on Earth is another planet Earth, and that each of those planets has 7.442 billion people living on it. Now, if we divide up the number of Bitcoin addresses per person, each would get 3.5 billion for their lifetime."}),"\n",(0,n.jsx)(t.p,{children:"And if each of those people lives for exactly 100 years, they have 110 Bitcoin addresses to use every second starting from the second they\u2019re born."}),"\n",(0,n.jsx)(t.p,{children:(0,n.jsx)(t.a,{href:"https://privacypros.io/btc-faq/how-many-btc-addresses",children:"How Many Bitcoin Addresses Are There (2022 Update)"})}),"\n",(0,n.jsx)(t.h3,{id:"so-how-do-wallets-determine-if-an-address-belongs-to-you",children:"So how do wallets determine if an address belongs to you?"}),"\n",(0,n.jsx)(t.p,{children:"They simply draw them at random. This means, of course, that two different Bitcoin wallets could theoretically generate the same address, and that the two owners could then spend the same funds. Shocking? Yes, but you will be told that such an event is unlikely to happen. Let\u2019s examine together the probability for such an event to happen."}),"\n",(0,n.jsxs)(t.p,{children:["The total number of possible Bitcoin addresses is 2^160. By performing statistical calculations, it is possible to determine the probability that two wallets will randomly generate the same address. For mathematical details, please refer to ",(0,n.jsx)(t.a,{href:"https://download.wpsoftware.net/bitcoin-birthday.pdf",children:"this article"}),"."]}),"\n",(0,n.jsx)(t.p,{children:"We can therefore conclude the following: the probability of having a 99.9999% chance of having an address collision, ie. your wallet randomly generating the same address as another is one in 6.35.10^24."}),"\n",(0,n.jsx)(t.p,{children:(0,n.jsx)(t.a,{href:"https://www.coinhouse.com/insights/news/what-if-my-wallet-generated-an-existing-bitcoin-address/",children:"What if my wallet generated an existing Bitcoin address? | Coinhouse"})}),"\n",(0,n.jsx)(t.h2,{id:"wallet-signature-request",children:"Wallet Signature Request"}),"\n",(0,n.jsxs)(t.p,{children:["In the blockchain world, every on-chain event (a transaction that interacts with blockchain) requires a processing fee. ",(0,n.jsx)(t.strong,{children:"The signature request is off-chain so doesn\u2019t."})," Users might not understand this at first and be put off from connecting to your dApp. Be explicit that this won\u2019t cost your users anything."]}),"\n",(0,n.jsx)(t.p,{children:(0,n.jsx)(t.a,{href:"https://medium.com/hackernoon/writing-for-blockchain-wallet-signature-request-messages-6ede721160d5",children:"Writing for blockchain: wallet signature request messages | by Ryan Cordell | HackerNoon.com | Medium"})}),"\n",(0,n.jsx)(t.p,{children:(0,n.jsx)(t.a,{href:"https://support.metamask.io/hc/en-us/articles/15756276171163-What-is-a-signature-in-MetaMask-",children:"What is a signature in MetaMask? - MetaMask"})}),"\n",(0,n.jsx)(t.h2,{id:"institutional",children:"Institutional"}),"\n",(0,n.jsxs)(t.ul,{children:["\n",(0,n.jsx)(t.li,{children:"Bitgo"}),"\n"]}),"\n",(0,n.jsx)(t.h2,{id:"technologies",children:"Technologies"}),"\n",(0,n.jsx)(t.p,{children:(0,n.jsx)(t.a,{href:"https://academy.binance.com/en/articles/threshold-signatures-explained",children:(0,n.jsx)(t.strong,{children:"Threshold Signatures Explained | Binance Academy"})})}),"\n",(0,n.jsx)(t.h3,{id:"multisig",children:"Multisig"}),"\n",(0,n.jsx)(t.h3,{id:"threshold-signature-scheme-tss",children:"Threshold Signature Scheme (TSS)"}),"\n",(0,n.jsx)(t.p,{children:"The resulting signature looks the same as one created without the threshold scheme, but it is not created with a single private key. Rather, it is created with multiple private key shares, which are distributed such that no single person controls the private key entirely."}),"\n",(0,n.jsxs)(t.p,{children:["To sign a transaction, enough ",(0,n.jsx)(t.a,{href:"https://qredo.zendesk.com/hc/en-us/articles/4405882993425",children:"Approvers"}),' must participate to meet a threshold. This threshold structure is typically conceptualized as "t of n", in which n refers to the total number of signers, and t refers to the number of Approvers who can sign a transaction on behalf of the entire group. For example, you might have a group of 7 signers (n), and require 4 of them to authenticate a transaction: t of n = 4 of 7.']}),"\n",(0,n.jsx)(t.p,{children:(0,n.jsx)(t.a,{href:"https://www.qredo.com/blog/what-are-threshold-signatures",children:"What Are Threshold Signatures?"})}),"\n",(0,n.jsx)(t.p,{children:(0,n.jsx)(t.a,{href:"https://medium.com/nethermind-eth/threshold-signature-schemes-36f40bc42aca",children:"Threshold Signature Schemes. by Ahmet Ramazan Agirtas, Jorge\u2026 | by Ahmet | Nethermind.eth | Medium"})}),"\n",(0,n.jsx)(t.h3,{id:"shamir-secret-sharing-scheme-ssss",children:"Shamir secret sharing scheme (SSSS)"}),"\n",(0,n.jsx)(t.p,{children:"The Shamir secret sharing scheme (SSSS) provides a way to store the private key in a distributed manner such that while the private key is at rest, it is stored in multiple locations."}),"\n",(0,n.jsx)(t.p,{children:"There are two differences between SSSS and TSS:"}),"\n",(0,n.jsxs)(t.ul,{children:["\n",(0,n.jsxs)(t.li,{children:[(0,n.jsx)(t.strong,{children:"Key Generation:"}),' in SSSS, there is a single party called "the dealer" that is in charge of generating the private key secret shares. It means that at time of Key Generation, the private key is generated at a single location and then distributed by the dealer to the different locations. In TSS, there is no dealer as its role is distributed such that the full private key is never at a single location.']}),"\n",(0,n.jsxs)(t.li,{children:[(0,n.jsx)(t.strong,{children:"Signing:"})," in SSSS, the parties must reconstruct the full private key in order to sign, which again results in a single point of failure each time a signature is needed. In TSS, the signing is done in a distributed way without ever reconstructing the secret shares."]}),"\n"]}),"\n",(0,n.jsx)(t.p,{children:"As we can see, in TSS the private key (which represents the security of the system) is never at a single location throughout its entire lifetime."}),"\n",(0,n.jsx)(t.h3,{id:"tools",children:"Tools"}),"\n",(0,n.jsx)(t.p,{children:(0,n.jsx)(t.a,{href:"/decentralized-applications/coins-tokens-chains/bip39",children:"BIP39"})}),"\n",(0,n.jsx)(t.p,{children:(0,n.jsx)(t.a,{href:"https://unchained.com/",children:"Bitcoin financial services - Unchained"})}),"\n",(0,n.jsx)(t.p,{children:(0,n.jsx)(t.a,{href:"https://unchained-capital.github.io/caravan/#/",children:"Caravan - Bitcoin Multisig"})}),"\n",(0,n.jsx)(t.p,{children:(0,n.jsx)(t.a,{href:"https://www.ledger.com/blog/building-a-best-in-class-hardware-bitcoin-multisig",children:"Building A Best-In-Class Hardware Wallet For Bitcoin Multisig | Ledger"})}),"\n",(0,n.jsx)(t.p,{children:(0,n.jsx)(t.a,{href:"https://medium.com/blocktoken/how-to-create-a-multi-signature-wallet-for-your-crypto-f74c8f888791",children:"How to Create a Multi Signature Wallet for Your Crypto | by Genson C. Glier | BlockToken | Medium"})})]})}function d(e={}){const{wrapper:t}={...(0,i.a)(),...e.components};return t?(0,n.jsx)(t,{...e,children:(0,n.jsx)(c,{...e})}):c(e)}},511151:(e,t,s)=>{s.d(t,{Z:()=>l,a:()=>r});var n=s(667294);const i={},a=n.createContext(i);function r(e){const t=n.useContext(a);return n.useMemo((function(){return"function"==typeof e?e(t):{...t,...e}}),[t,e])}function l(e){let t;return t=e.disableParentContext?"function"==typeof e.components?e.components(i):e.components||i:r(e.components),n.createElement(a.Provider,{value:t},e.children)}}}]); \ No newline at end of file diff --git a/assets/js/797f1027.68d717d6.js b/assets/js/797f1027.68d717d6.js deleted file mode 100644 index 445deeb3950..00000000000 --- a/assets/js/797f1027.68d717d6.js +++ /dev/null @@ -1 +0,0 @@ -"use strict";(self.webpackChunkdeep_notes=self.webpackChunkdeep_notes||[]).push([[17058],{222986:(e,t,s)=>{s.r(t),s.d(t,{assets:()=>l,contentTitle:()=>r,default:()=>d,frontMatter:()=>a,metadata:()=>o,toc:()=>h});var n=s(785893),i=s(511151);const a={},r="Wallets",o={id:"decentralized-applications/coins-tokens-chains/wallets",title:"Wallets",description:"not your keys, not your crypto",source:"@site/docs/decentralized-applications/coins-tokens-chains/wallets.md",sourceDirName:"decentralized-applications/coins-tokens-chains",slug:"/decentralized-applications/coins-tokens-chains/wallets",permalink:"/decentralized-applications/coins-tokens-chains/wallets",draft:!1,unlisted:!1,editUrl:"https://github.com/deepaksood619/deepaksood619.github.io/tree/master/docs/decentralized-applications/coins-tokens-chains/wallets.md",tags:[],version:"current",lastUpdatedAt:1710702797,formattedLastUpdatedAt:"Mar 17, 2024",frontMatter:{},sidebar:"tutorialSidebar",previous:{title:"Vechain",permalink:"/decentralized-applications/coins-tokens-chains/vechain"},next:{title:"Consensus Protocols",permalink:"/decentralized-applications/consensus-protocols"}},l={},h=[{value:"Types of Crypto wallets",id:"types-of-crypto-wallets",level:2},{value:"Crypto Wallets",id:"crypto-wallets",level:2},{value:"Wallets vs Accounts",id:"wallets-vs-accounts",level:2},{value:"Working",id:"working",level:2},{value:"How Many Bitcoin Addresses Are There",id:"how-many-bitcoin-addresses-are-there",level:3},{value:"Analogy",id:"analogy",level:3},{value:"So how do wallets determine if an address belongs to you?",id:"so-how-do-wallets-determine-if-an-address-belongs-to-you",level:3},{value:"Wallet Signature Request",id:"wallet-signature-request",level:2},{value:"Technologies",id:"technologies",level:2},{value:"Multisig",id:"multisig",level:3},{value:"Threshold Signature Scheme (TSS)",id:"threshold-signature-scheme-tss",level:3},{value:"Shamir secret sharing scheme (SSSS)",id:"shamir-secret-sharing-scheme-ssss",level:3},{value:"Tools",id:"tools",level:3}];function c(e){const t={a:"a",h1:"h1",h2:"h2",h3:"h3",li:"li",p:"p",strong:"strong",ul:"ul",...(0,i.a)(),...e.components};return(0,n.jsxs)(n.Fragment,{children:[(0,n.jsx)(t.h1,{id:"wallets",children:"Wallets"}),"\n",(0,n.jsx)(t.p,{children:"not your keys, not your crypto"}),"\n",(0,n.jsx)(t.h2,{id:"types-of-crypto-wallets",children:"Types of Crypto wallets"}),"\n",(0,n.jsx)(t.p,{children:"Not your keys not your coins"}),"\n",(0,n.jsxs)(t.ul,{children:["\n",(0,n.jsxs)(t.li,{children:["\n",(0,n.jsx)(t.p,{children:"Hot wallets"}),"\n",(0,n.jsxs)(t.ul,{children:["\n",(0,n.jsx)(t.li,{children:"These types of bitcoin wallets are connected to the internet and are typically available online or on your smartphone."}),"\n",(0,n.jsx)(t.li,{children:"Custodial wallets"}),"\n"]}),"\n"]}),"\n",(0,n.jsxs)(t.li,{children:["\n",(0,n.jsx)(t.p,{children:"Cold wallets / Hardware Wallets"}),"\n",(0,n.jsxs)(t.ul,{children:["\n",(0,n.jsx)(t.li,{children:"These types of bitcoin wallets cannot be accessed through the internet. They often involve physical devices (like a USB stick), where bitcoin and other cryptocurrencies can be stored securely offline."}),"\n",(0,n.jsx)(t.li,{children:"Authentication with hardware wallets like the Grid+ Lattice1, Keystone, Ledger, and Trezor."}),"\n",(0,n.jsx)(t.li,{children:(0,n.jsx)(t.a,{href:"https://shop.ledger.com/products/ledger-nano-s-plus",children:"Ledger Nano S Plus | Ledger"})}),"\n"]}),"\n"]}),"\n",(0,n.jsxs)(t.li,{children:["\n",(0,n.jsxs)(t.p,{children:["Paper Wallets - ",(0,n.jsx)(t.a,{href:"https://99bitcoins.com/bitcoin-wallet/paper/",children:"5 Steps to Creating an ULTRA Secure Bitcoin Paper Wallet (2023 Updated)"})]}),"\n"]}),"\n"]}),"\n",(0,n.jsx)(t.p,{children:(0,n.jsx)(t.a,{href:"https://www.coindesk.com/learn/how-to-store-your-bitcoin",children:"How to Store Your Bitcoin"})}),"\n",(0,n.jsx)(t.p,{children:(0,n.jsx)(t.a,{href:"https://consensys.net/blog/metamask/hardware-wallets-and-metamask-the-best-security-combo/",children:"Hardware Wallets And MetaMask: The Best Security Combo | ConsenSys"})}),"\n",(0,n.jsx)(t.p,{children:(0,n.jsx)(t.a,{href:"https://www.youtube.com/watch?v=byWul4xOBx0",children:"What is Metamask? Simple Cryptocurrency Wallet - YouTube"})}),"\n",(0,n.jsx)(t.p,{children:(0,n.jsx)(t.a,{href:"https://www.youtube.com/watch?v=opCOevmJAko",children:'"Not Your Keys, Not your Crypto" (Meaning + Issues) - YouTube'})}),"\n",(0,n.jsx)(t.p,{children:(0,n.jsx)(t.a,{href:"https://www.youtube.com/watch?v=GSTiKjnBaes",children:"How Bitcoin Wallets Work (Public & Private Key Explained) - YouTube"})}),"\n",(0,n.jsx)(t.p,{children:(0,n.jsx)(t.a,{href:"https://www.youtube.com/watch?v=mqEfldjCqVY",children:"wallet.fail (or How to Break the Most Popular Cryptocurrency Wallets) - YouTube"})}),"\n",(0,n.jsx)(t.h2,{id:"crypto-wallets",children:"Crypto Wallets"}),"\n",(0,n.jsxs)(t.ul,{children:["\n",(0,n.jsxs)(t.li,{children:["Metamask (A crypto wallet & gateway to blockchain apps)","\n",(0,n.jsxs)(t.ul,{children:["\n",(0,n.jsx)(t.li,{children:(0,n.jsx)(t.a,{href:"https://portfolio.metamask.io/",children:"MetaMask Portfolio dApp"})}),"\n",(0,n.jsx)(t.li,{children:(0,n.jsx)(t.a,{href:"https://chainstack.com/metamask-behind-the-scenes-not-only-a-crypto-wallet/",children:"MetaMask under the hood-not just a crypto wallet - Chainstack"})}),"\n"]}),"\n"]}),"\n",(0,n.jsxs)(t.li,{children:["Trustwallet (Multi Coin Wallet) - ",(0,n.jsx)(t.a,{href:"https://github.com/trustwallet/wallet-core",children:"GitHub - trustwallet/wallet-core: Cross-platform, cross-blockchain wallet library."})]}),"\n",(0,n.jsxs)(t.li,{children:[(0,n.jsx)(t.a,{href:"https://www.exodus.com/",children:"Best Crypto Wallet for Desktop & Mobile: Altcoin & Bitcoin | Exodus"})," (Multi Coin Wallet)"]}),"\n",(0,n.jsx)(t.li,{children:(0,n.jsx)(t.a,{href:"https://www.leapwallet.io/",children:"Leap Wallet"})}),"\n",(0,n.jsx)(t.li,{children:(0,n.jsx)(t.a,{href:"https://cakewallet.com/",children:"Cake Wallet"})}),"\n",(0,n.jsx)(t.li,{children:(0,n.jsx)(t.a,{href:"https://www.bitcoin.com/",children:"Buy Bitcoin & cryptocurrency | Wallet, news, education"})}),"\n"]}),"\n",(0,n.jsx)(t.p,{children:(0,n.jsx)(t.a,{href:"https://learn.metamask.io/lessons/what-is-a-crypto-wallet",children:"Metamask Learn: Your guide to getting started in Web3"})}),"\n",(0,n.jsx)(t.p,{children:(0,n.jsx)(t.a,{href:"https://www.youtube.com/watch?v=JCYIFtb8DwM",children:"TOP 3 DEFI WALLETS FOR 2021 - What Features Do They Support? - YouTube"})}),"\n",(0,n.jsx)(t.h2,{id:"wallets-vs-accounts",children:"Wallets vs Accounts"}),"\n",(0,n.jsx)(t.p,{children:"'Wallet' describes the MetaMask software you're using. 'Account' refers to a public-private key pair."}),"\n",(0,n.jsx)(t.p,{children:"Your wallet doesn't have an address; an account within it does. Instead, a MetaMask wallet is a software tool that allows you to manage and access accounts."}),"\n",(0,n.jsx)(t.p,{children:"You can derive more than one account from a Secret Recovery Phrase (seed phrase)."}),"\n",(0,n.jsx)(t.p,{children:"A wallet is a client (a piece of software) with which you manage your\xa0accounts."}),"\n",(0,n.jsx)(t.p,{children:"An account is a public-private key pair derived from your Secret Recovery Phrase (SRP)."}),"\n",(0,n.jsx)(t.p,{children:"Your accounts in MetaMask are each represented by a public address\xa0(the 'public' side of your key pair), which you may have seen referred to incorrectly as a 'wallet address'. There is no such thing: there is only an account address."}),"\n",(0,n.jsx)(t.p,{children:(0,n.jsx)(t.a,{href:"https://support.metamask.io/hc/en-us/articles/13466457757211-What-s-the-difference-between-a-wallet-and-an-account-",children:"What's the difference between a wallet and an account? - MetaMask"})}),"\n",(0,n.jsx)(t.h2,{id:"working",children:"Working"}),"\n",(0,n.jsx)(t.h3,{id:"how-many-bitcoin-addresses-are-there",children:"How Many Bitcoin Addresses Are There"}),"\n",(0,n.jsxs)(t.p,{children:["As long as Bitcoin uses the ",(0,n.jsx)(t.a,{href:"https://en.wikipedia.org/wiki/RIPEMD",children:"RIPEMD160"})," hash function, there are 2^160 Bitcoin addresses."]}),"\n",(0,n.jsx)(t.p,{children:"That number is: 1,461,501,637,330,902,918,203,684,832,716,283,019,655,932,542,976"}),"\n",(0,n.jsxs)(t.p,{children:["Bitcoin addresses are created using public keys. The public key is first hashed with the ",(0,n.jsx)(t.a,{href:"https://en.wikipedia.org/wiki/SHA-2",children:"SHA256 algorithm"}),", then that hash is taken and hashed again using the previously mentioned RipeMD160 algorithm."]}),"\n",(0,n.jsx)(t.h3,{id:"analogy",children:"Analogy"}),"\n",(0,n.jsx)(t.p,{children:"There are 2^63 grains of sand on all of the beaches of Earth, combined. That\u2019s roughly 9 quintillion grains of sand (or 9,223,372,036,854,775,808)."}),"\n",(0,n.jsx)(t.p,{children:"Imagine that each grain of sand on Earth is another planet Earth, and that each of those planets has 7.442 billion people living on it. Now, if we divide up the number of Bitcoin addresses per person, each would get 3.5 billion for their lifetime."}),"\n",(0,n.jsx)(t.p,{children:"And if each of those people lives for exactly 100 years, they have 110 Bitcoin addresses to use every second starting from the second they\u2019re born."}),"\n",(0,n.jsx)(t.p,{children:(0,n.jsx)(t.a,{href:"https://privacypros.io/btc-faq/how-many-btc-addresses",children:"How Many Bitcoin Addresses Are There (2022 Update)"})}),"\n",(0,n.jsx)(t.h3,{id:"so-how-do-wallets-determine-if-an-address-belongs-to-you",children:"So how do wallets determine if an address belongs to you?"}),"\n",(0,n.jsx)(t.p,{children:"They simply draw them at random. This means, of course, that two different Bitcoin wallets could theoretically generate the same address, and that the two owners could then spend the same funds. Shocking? Yes, but you will be told that such an event is unlikely to happen. Let\u2019s examine together the probability for such an event to happen."}),"\n",(0,n.jsxs)(t.p,{children:["The total number of possible Bitcoin addresses is 2^160. By performing statistical calculations, it is possible to determine the probability that two wallets will randomly generate the same address. For mathematical details, please refer to ",(0,n.jsx)(t.a,{href:"https://download.wpsoftware.net/bitcoin-birthday.pdf",children:"this article"}),"."]}),"\n",(0,n.jsx)(t.p,{children:"We can therefore conclude the following: the probability of having a 99.9999% chance of having an address collision, ie. your wallet randomly generating the same address as another is one in 6.35.10^24."}),"\n",(0,n.jsx)(t.p,{children:(0,n.jsx)(t.a,{href:"https://www.coinhouse.com/insights/news/what-if-my-wallet-generated-an-existing-bitcoin-address/",children:"What if my wallet generated an existing Bitcoin address? | Coinhouse"})}),"\n",(0,n.jsx)(t.h2,{id:"wallet-signature-request",children:"Wallet Signature Request"}),"\n",(0,n.jsxs)(t.p,{children:["In the blockchain world, every on-chain event (a transaction that interacts with blockchain) requires a processing fee. ",(0,n.jsx)(t.strong,{children:"The signature request is off-chain so doesn\u2019t."})," Users might not understand this at first and be put off from connecting to your dApp. Be explicit that this won\u2019t cost your users anything."]}),"\n",(0,n.jsx)(t.p,{children:(0,n.jsx)(t.a,{href:"https://medium.com/hackernoon/writing-for-blockchain-wallet-signature-request-messages-6ede721160d5",children:"Writing for blockchain: wallet signature request messages | by Ryan Cordell | HackerNoon.com | Medium"})}),"\n",(0,n.jsx)(t.p,{children:(0,n.jsx)(t.a,{href:"https://support.metamask.io/hc/en-us/articles/15756276171163-What-is-a-signature-in-MetaMask-",children:"What is a signature in MetaMask? - MetaMask"})}),"\n",(0,n.jsx)(t.h2,{id:"technologies",children:"Technologies"}),"\n",(0,n.jsx)(t.p,{children:(0,n.jsx)(t.a,{href:"https://academy.binance.com/en/articles/threshold-signatures-explained",children:(0,n.jsx)(t.strong,{children:"Threshold Signatures Explained | Binance Academy"})})}),"\n",(0,n.jsx)(t.h3,{id:"multisig",children:"Multisig"}),"\n",(0,n.jsx)(t.h3,{id:"threshold-signature-scheme-tss",children:"Threshold Signature Scheme (TSS)"}),"\n",(0,n.jsx)(t.p,{children:"The resulting signature looks the same as one created without the threshold scheme, but it is not created with a single private key. Rather, it is created with multiple private key shares, which are distributed such that no single person controls the private key entirely."}),"\n",(0,n.jsxs)(t.p,{children:["To sign a transaction, enough ",(0,n.jsx)(t.a,{href:"https://qredo.zendesk.com/hc/en-us/articles/4405882993425",children:"Approvers"}),' must participate to meet a threshold. This threshold structure is typically conceptualized as "t of n", in which n refers to the total number of signers, and t refers to the number of Approvers who can sign a transaction on behalf of the entire group. For example, you might have a group of 7 signers (n), and require 4 of them to authenticate a transaction: t of n = 4 of 7.']}),"\n",(0,n.jsx)(t.p,{children:(0,n.jsx)(t.a,{href:"https://www.qredo.com/blog/what-are-threshold-signatures",children:"What Are Threshold Signatures?"})}),"\n",(0,n.jsx)(t.p,{children:(0,n.jsx)(t.a,{href:"https://medium.com/nethermind-eth/threshold-signature-schemes-36f40bc42aca",children:"Threshold Signature Schemes. by Ahmet Ramazan Agirtas, Jorge\u2026 | by Ahmet | Nethermind.eth | Medium"})}),"\n",(0,n.jsx)(t.h3,{id:"shamir-secret-sharing-scheme-ssss",children:"Shamir secret sharing scheme (SSSS)"}),"\n",(0,n.jsx)(t.p,{children:"The Shamir secret sharing scheme (SSSS) provides a way to store the private key in a distributed manner such that while the private key is at rest, it is stored in multiple locations."}),"\n",(0,n.jsx)(t.p,{children:"There are two differences between SSSS and TSS:"}),"\n",(0,n.jsxs)(t.ul,{children:["\n",(0,n.jsxs)(t.li,{children:[(0,n.jsx)(t.strong,{children:"Key Generation:"}),' in SSSS, there is a single party called "the dealer" that is in charge of generating the private key secret shares. It means that at time of Key Generation, the private key is generated at a single location and then distributed by the dealer to the different locations. In TSS, there is no dealer as its role is distributed such that the full private key is never at a single location.']}),"\n",(0,n.jsxs)(t.li,{children:[(0,n.jsx)(t.strong,{children:"Signing:"})," in SSSS, the parties must reconstruct the full private key in order to sign, which again results in a single point of failure each time a signature is needed. In TSS, the signing is done in a distributed way without ever reconstructing the secret shares."]}),"\n"]}),"\n",(0,n.jsx)(t.p,{children:"As we can see, in TSS the private key (which represents the security of the system) is never at a single location throughout its entire lifetime."}),"\n",(0,n.jsx)(t.h3,{id:"tools",children:"Tools"}),"\n",(0,n.jsx)(t.p,{children:(0,n.jsx)(t.a,{href:"/decentralized-applications/coins-tokens-chains/bip39",children:"BIP39"})}),"\n",(0,n.jsx)(t.p,{children:(0,n.jsx)(t.a,{href:"https://unchained.com/",children:"Bitcoin financial services - Unchained"})}),"\n",(0,n.jsx)(t.p,{children:(0,n.jsx)(t.a,{href:"https://unchained-capital.github.io/caravan/#/",children:"Caravan - Bitcoin Multisig"})}),"\n",(0,n.jsx)(t.p,{children:(0,n.jsx)(t.a,{href:"https://www.ledger.com/blog/building-a-best-in-class-hardware-bitcoin-multisig",children:"Building A Best-In-Class Hardware Wallet For Bitcoin Multisig | Ledger"})}),"\n",(0,n.jsx)(t.p,{children:(0,n.jsx)(t.a,{href:"https://medium.com/blocktoken/how-to-create-a-multi-signature-wallet-for-your-crypto-f74c8f888791",children:"How to Create a Multi Signature Wallet for Your Crypto | by Genson C. 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of Authentication"}),"\n",(0,n.jsx)(t.h3,{id:"single-factor-authentication",children:"Single Factor authentication"}),"\n",(0,n.jsx)(t.p,{children:"This is often used as the authentication process for lower risk systems. You only need a single factor to authenticate, with the most common being a password, so it's more vulnerable to phishing attacks and key loggers."}),"\n",(0,n.jsxs)(t.p,{children:["In addition to this, a recent ",(0,n.jsx)(t.a,{href:"https://dataprot.net/statistics/password-statistics/",children:"article"})," by DataProt showed that 78% of Gen-Z people utilize the same password for multiple services. This means that if an attacker gained access to one user account, they have a high probability of gaining access to others by simply using the same password."]}),"\n",(0,n.jsx)(t.h3,{id:"2-factor-authentication",children:"2-Factor Authentication"}),"\n",(0,n.jsx)(t.p,{children:"This method is more secure, as it comprises two factors of authentication -- typically something you know, for example username and password , plus something you have / own, for example a phone SMS or a security token."}),"\n",(0,n.jsx)(t.p,{children:"For 2-factor authentication, you would enter a one-time SMS password sent to your device, or perhaps a linked authenticator app code and provide an ever-changing access code.\nAs you can imagine, this is a lot more secure than simply entering a password, or a single authentication credential. You would need to know the login credentials, as well as have access to the physical device for the second part."}),"\n",(0,n.jsx)(t.p,{children:"2-factor authentication has become very common amongst online services in recent years, and with many large companies it is the default authentication method. Many require that you setup 2-factor auth in order to even utilize the service."}),"\n",(0,n.jsx)(t.p,{children:(0,n.jsx)(t.a,{href:"two-2fa",children:"2FA - 2-Factor Authentication"})}),"\n",(0,n.jsx)(t.h3,{id:"multi-factor-authentication",children:"Multi-Factor Authentication"}),"\n",(0,n.jsx)(t.p,{children:"Going one step further to make your authentication process even more secure is having 3 or more factors. This form of authentication usually works on the premise of:"}),"\n",(0,n.jsxs)(t.ul,{children:["\n",(0,n.jsx)(t.li,{children:"something you know (username + password or a username + security question and answer)"}),"\n",(0,n.jsx)(t.li,{children:"something you have (mobile phone sms, authenticator app, USB key)"}),"\n",(0,n.jsx)(t.li,{children:"something you are (like a fingerprint / face recognition)"}),"\n"]}),"\n",(0,n.jsx)(t.p,{children:'For these reasons, multi-factor authentication offers the most protection, as you would need to compromise multiple factors, and these factors are a lot more difficult to "hack" or replicate.'}),"\n",(0,n.jsx)(t.p,{children:"The downside to this method of authentication, and the reason it's not utilized in many average systems, is it can be cumbersome to setup and maintain. So the data / system you're protecting really has to justify the need for such security."}),"\n",(0,n.jsx)(t.p,{children:(0,n.jsx)(t.a,{href:"https://auth0.com/learn/multifactor-authentication",children:"https://auth0.com/learn/multifactor-authentication"})}),"\n",(0,n.jsx)(t.h2,{id:"types-of-authentication",children:"Types of Authentication"}),"\n",(0,n.jsx)(t.p,{children:(0,n.jsx)(t.img,{alt:"rest-api-authentication-methods",src:i(805699).Z+"",width:"1312",height:"1706"})}),"\n",(0,n.jsxs)(t.ul,{children:["\n",(0,n.jsx)(t.li,{children:"Cookie-Based authentication"}),"\n",(0,n.jsx)(t.li,{children:"Token-Based authentication"}),"\n",(0,n.jsx)(t.li,{children:"Third party access(OAuth, API-token)"}),"\n",(0,n.jsx)(t.li,{children:"OpenId"}),"\n",(0,n.jsx)(t.li,{children:"SAML (Security Assertion Markup Language)"}),"\n"]}),"\n",(0,n.jsx)(t.h3,{id:"basic-access-authentication-ba",children:"Basic Access Authentication (BA)"}),"\n",(0,n.jsxs)(t.p,{children:["In the context of an ",(0,n.jsx)(t.a,{href:"https://en.wikipedia.org/wiki/HTTP",children:"HTTP"})," transaction, basic access authentication is a method for an ",(0,n.jsx)(t.a,{href:"https://en.wikipedia.org/wiki/User_agent",children:"HTTP user agent"}),"(e.g. a ",(0,n.jsx)(t.a,{href:"https://en.wikipedia.org/wiki/Web_browser",children:"web browser"}),") to provide a ",(0,n.jsx)(t.a,{href:"https://en.wikipedia.org/wiki/User_name",children:"user name"})," and ",(0,n.jsx)(t.a,{href:"https://en.wikipedia.org/wiki/Password",children:"password"})," when making a request. In basic HTTP authentication, a request contains a header field in the form of ",(0,n.jsx)(t.code,{children:"Authorization: Basic "}),", where credentials is the ",(0,n.jsx)(t.a,{href:"https://en.wikipedia.org/wiki/Base64",children:"Base64"})," encoding of ID and password joined by a single colon"]}),"\n",(0,n.jsxs)(t.p,{children:["HTTP Basic authentication (BA) implementation is the simplest technique for enforcing ",(0,n.jsx)(t.a,{href:"https://en.wikipedia.org/wiki/Access_controls",children:"access controls"})," to web resources because it does not require ",(0,n.jsx)(t.a,{href:"https://en.wikipedia.org/wiki/HTTP_cookie",children:"cookies"}),", session identifiers, or login pages; rather, HTTP Basic authentication uses standard fields in the ",(0,n.jsx)(t.a,{href:"https://en.wikipedia.org/wiki/HTTP_header",children:"HTTP header"}),"."]}),"\n",(0,n.jsxs)(t.p,{children:["The BA mechanism does not provide ",(0,n.jsx)(t.a,{href:"https://en.wikipedia.org/wiki/Information_security#Confidentiality",children:"confidentiality"})," protection for the transmitted credentials. They are merely encoded with ",(0,n.jsx)(t.a,{href:"https://en.wikipedia.org/wiki/Base64",children:"Base64"})," in transit and not ",(0,n.jsx)(t.a,{href:"https://en.wikipedia.org/wiki/Encryption",children:"encrypted"})," or ",(0,n.jsx)(t.a,{href:"https://en.wikipedia.org/wiki/Cryptographic_hash",children:"hashed"})," in any way. Therefore, basic authentication is typically used in conjunction with ",(0,n.jsx)(t.a,{href:"https://en.wikipedia.org/wiki/HTTPS",children:"HTTPS"})," to provide confidentiality."]}),"\n",(0,n.jsxs)(t.p,{children:["Because the BA field has to be sent in the header of each HTTP request, the web browser needs to ",(0,n.jsx)(t.a,{href:"https://en.wikipedia.org/wiki/Cache_(computing)",children:"cache"})," credentials for a reasonable period of time to avoid constantly prompting the user for their username and password. Caching policy differs between browsers."]}),"\n",(0,n.jsx)(t.p,{children:"This is the simplest to implement and for some implementations can work well, however it requires transport level encryption as the user name and password are presented with ever request."}),"\n",(0,n.jsx)(t.p,{children:(0,n.jsx)(t.a,{href:"https://en.wikipedia.org/wiki/Basic_access_authentication",children:"https://en.wikipedia.org/wiki/Basic_access_authentication"})}),"\n",(0,n.jsx)(t.h3,{id:"digest-access-authentication",children:"Digest Access Authentication"}),"\n",(0,n.jsxs)(t.p,{children:["Digest access authenticationis one of the agreed-upon methods a ",(0,n.jsx)(t.a,{href:"https://en.wikipedia.org/wiki/Web_server",children:"web server"})," can use to negotiate credentials, such as username or password, with a user's ",(0,n.jsx)(t.a,{href:"https://en.wikipedia.org/wiki/Web_browser",children:"web browser"}),". This can be used to confirm the identity of a user before sending sensitive information, such as online banking transaction history. It applies a ",(0,n.jsx)(t.a,{href:"https://en.wikipedia.org/wiki/Hash_function",children:"hash function"})," to the username and ",(0,n.jsx)(t.a,{href:"https://en.wikipedia.org/wiki/Password",children:"password"})," before sending them over the network. In contrast, ",(0,n.jsx)(t.a,{href:"https://en.wikipedia.org/wiki/Basic_access_authentication",children:"basic access authentication"})," uses the easily reversible ",(0,n.jsx)(t.a,{href:"https://en.wikipedia.org/wiki/Base64",children:"Base64"})," encoding instead of hashing, making it non-secure unless used in conjunction with ",(0,n.jsx)(t.a,{href:"https://en.wikipedia.org/wiki/Transport_Layer_Security",children:"TLS"}),"."]}),"\n",(0,n.jsxs)(t.p,{children:["Technically, digest authentication is an application of ",(0,n.jsx)(t.a,{href:"https://en.wikipedia.org/wiki/MD5",children:"MD5"}),(0,n.jsx)(t.a,{href:"https://en.wikipedia.org/wiki/Cryptographic_hash",children:"cryptographic hashing"})," with usage of ",(0,n.jsx)(t.a,{href:"https://en.wikipedia.org/wiki/Cryptographic_nonce",children:"nonce"})," values to prevent ",(0,n.jsx)(t.a,{href:"https://en.wikipedia.org/wiki/Replay_attack",children:"replay attacks"}),". It uses the ",(0,n.jsx)(t.a,{href:"https://en.wikipedia.org/wiki/Hypertext_Transfer_Protocol",children:"HTTP"})," protocol."]}),"\n",(0,n.jsx)(t.p,{children:(0,n.jsx)(t.a,{href:"https://en.wikipedia.org/wiki/Digest_access_authentication",children:"https://en.wikipedia.org/wiki/Digest_access_authentication"})}),"\n",(0,n.jsx)(t.h3,{id:"cookie-based-authentication-stateful",children:"Cookie-Based Authentication (Stateful)"}),"\n",(0,n.jsx)(t.p,{children:"The client posts the login credential to the server, server verifies the credential and creates session id which is stored in server(state-full) and returned to client via set-cookie. On subsequent request the session id from the cookie is verified in the server and the request get processed. Upon logout session id will be cleared from both client cookie and server."}),"\n",(0,n.jsx)(t.p,{children:(0,n.jsx)(t.img,{alt:"image",src:i(298820).Z+"",width:"950",height:"540"})}),"\n",(0,n.jsx)(t.h4,{id:"flow",children:"Flow"}),"\n",(0,n.jsxs)(t.ul,{children:["\n",(0,n.jsx)(t.li,{children:"Enter login credentials"}),"\n",(0,n.jsx)(t.li,{children:"Server verifies given credentials, creates a session and stores in database."}),"\n",(0,n.jsx)(t.li,{children:"Cookie + Session ID will be kept in client side(User browser)"}),"\n",(0,n.jsx)(t.li,{children:"For consequent requests, session ID will be verified against database."}),"\n",(0,n.jsx)(t.li,{children:"Session will be destroyed from client and server side once the use logs out\nWhen a server receives an HTTP request in the response, it can send aSet-Cookie header. The browser puts it into a cookie jar, and the cookie will be sent along with every request made to the same origin in theCookieHTTP header."}),"\n"]}),"\n",(0,n.jsx)(t.h4,{id:"tips",children:"Tips"}),"\n",(0,n.jsxs)(t.ul,{children:["\n",(0,n.jsx)(t.li,{children:"HttpOnly Cookies - To mitigate the possibility of XSS attacks always use theHttpOnlyflag when setting cookies. This way they won't show up indocument.cookies."}),"\n",(0,n.jsx)(t.li,{children:"Signed Cookies - With signed cookies, a server can tell if a cookie was modified by the client."}),"\n"]}),"\n",(0,n.jsx)(t.h4,{id:"cons",children:"Cons"}),"\n",(0,n.jsxs)(t.ul,{children:["\n",(0,n.jsx)(t.li,{children:"The main disadvantage of using this authentication method is, server has to store all the session data for each and every user and increases the overhead in the server."}),"\n",(0,n.jsxs)(t.li,{children:["Need to make extra effort to mitigate ",(0,n.jsx)(t.a,{href:"https://www.owasp.org/index.php/Cross-Site_Request_Forgery_(CSRF)",children:"CSRF attacks"})]}),"\n",(0,n.jsx)(t.li,{children:"Incompatibility with REST - as it introduces a state into a stateless protocol"}),"\n"]}),"\n",(0,n.jsx)(t.p,{children:(0,n.jsx)(t.a,{href:"https://www.youtube.com/playlist?list=PLQnljOFTspQXaimjxx6uGLJz6lR25abZn",children:"Cookies - YouTube"})}),"\n",(0,n.jsx)(t.h3,{id:"token-based-authentication-stateless",children:"Token-Based Authentication (Stateless)"}),"\n",(0,n.jsx)(t.p,{children:"Token based authenticationis gaining in popularity because of the rise in single page applications (SPA) and statelessness (RESTful API's) of the application. There are different ways to implement token based authentication, we will focussing on most commonly used JSON Web Token(JWT). On receiving the credentials from client the server validates the credentials and generates a signed JWT which contains the user information. Note, the token will never get stored in server(stateless). On subsequent request the token will be passed to server and gets verified(decoded) in the server. The token can be maintained at client side in local storage, session storage or even in cookies."}),"\n",(0,n.jsx)(t.h4,{id:"flow-1",children:"Flow"}),"\n",(0,n.jsxs)(t.ul,{children:["\n",(0,n.jsx)(t.li,{children:"User provides credentials"}),"\n",(0,n.jsx)(t.li,{children:"Server verifies credentials and returns a signed token."}),"\n",(0,n.jsx)(t.li,{children:"Token is stored in client side"}),"\n",(0,n.jsx)(t.li,{children:"Subsequent requests to the server will be sent with the token as authentication header (HTTP header)."}),"\n",(0,n.jsx)(t.li,{children:"Server verifies the token (JSON web token) and return required data."}),"\n",(0,n.jsx)(t.li,{children:"Token is destroyed in client, once the user logs out."}),"\n",(0,n.jsx)(t.li,{children:"Ex - JWT"}),"\n"]}),"\n",(0,n.jsx)(t.h3,{id:"third-party-access",children:"Third-party Access"}),"\n",(0,n.jsxs)(t.p,{children:["If we have a need to expose our API's outside of our system like third party app or even to access it from mobile apps we end up in two common ways to share the user information. Via ",(0,n.jsx)(t.em,{children:"API-token"})," which is same as ",(0,n.jsx)(t.em,{children:"JWT token"}),", where the token will be send via Authorization header which will get handled at API gateway to authenticate the user. And the other option is via ",(0,n.jsx)(t.em,{children:"Open Authentication(OAuth)"}),", OAuth is a protocol that allows an application to authenticate against server as a user. The recommendation is to implement OAuth 1.0a or OAuth 2.0. OAuth 2.0 relies on HTTPS for security and it currently implemented by Google, Facebook, Twitter etc., OAuth 2 provides secured delegate access to a resource based on user. OAuth 2 does this by allowing a token to be issued by Identity provider to these third party applications, with the approval of user. The client then uses the token to access the resource on behalf of that user."]}),"\n",(0,n.jsx)(t.h3,{id:"saml-security-assertion-markup-language",children:"SAML (Security Assertion Markup Language)"}),"\n",(0,n.jsx)(t.p,{children:"Makes use of the same Identity provider which we saw in OpenId, but it is XML based and more flexible. The recommended version for SAML is 2.0. SAML also provides a way to achieve Single SignOn(SSO), user can make use of the Identity provider URL to login into the system which redirects with XML data back to your application page which can then be decoded to get the user information. We have SAML providers like G Suite, Office 365, OneLogin, Okta etc.,\nSAML is an XML-based open-standard for transferring identity data between two parties: an identity provider (IdP) and a service provider (SP)."}),"\n",(0,n.jsx)(t.p,{children:"Identity Provider - Performs authentication and passes the user's identity and authorization level to the service provider."}),"\n",(0,n.jsx)(t.p,{children:"Service Provider - Trusts the identity provider and authorizes the given user to access the requested resource."}),"\n",(0,n.jsx)(t.h4,{id:"benefits",children:"Benefits"}),"\n",(0,n.jsxs)(t.ul,{children:["\n",(0,n.jsxs)(t.li,{children:["Improved User Experience",":Users"," only need to sign in one time to access multiple service providers."]}),"\n",(0,n.jsxs)(t.li,{children:["Increased Security",":SAML"," provides a single point of authentication, which happens at a secure identity provider, SAML provider can apply context-based policies to access applications."]}),"\n",(0,n.jsxs)(t.li,{children:["Loose Coupling of Directories",":SAML"," doesn't require user information to be maintained and synchronized between directories."]}),"\n",(0,n.jsxs)(t.li,{children:["Reduced Costs for Service Providers",":With"," SAML, you don't have to maintain account information across multiple services. The identity provider bears this burden."]}),"\n"]}),"\n",(0,n.jsx)(t.p,{children:(0,n.jsx)(t.a,{href:"https://duo.com/blog/the-beer-drinkers-guide-to-saml",children:"https://duo.com/blog/the-beer-drinkers-guide-to-saml"})}),"\n",(0,n.jsx)(t.h4,{id:"tricks",children:"Tricks"}),"\n",(0,n.jsxs)(t.ul,{children:["\n",(0,n.jsx)(t.li,{children:"For Single SignOn OpenId has taken most of the consumer market, SAML is often the choice for many enterprise application."}),"\n",(0,n.jsx)(t.li,{children:"If you have to support only web application go for Cookie or Token based authentication."}),"\n",(0,n.jsx)(t.li,{children:"If you have to support both web as well mobile client go with API-token with that of Cookie based authentication."}),"\n",(0,n.jsx)(t.li,{children:"On top of above authentication methods if needed we can also implement One Time Password(OTP), Two Factor Authentication(2FA), Email verification etc.,"}),"\n"]}),"\n",(0,n.jsx)(t.h3,{id:"sso",children:"SSO"}),"\n",(0,n.jsxs)(t.p,{children:[(0,n.jsx)(t.a,{href:"https://auth0.com/blog/what-is-and-how-does-single-sign-on-work/",children:"Single Sign On Authentication"})," provides your users with a seamless authentication experience when they navigate either through the applications you have built and/or third party apps. That is once you log into one of these applications, you won't have to enter your credentials again when entering another one, as you will be automatically logged in all of them, regardless of the platform, technology, or domain. Don't make your internal employees nor your external users go through the hassle of maintaining and remembering yet another credential."]}),"\n",(0,n.jsx)(t.p,{children:"Single Sign On works by having a central server, which all the applications trust. When you login for the first time a cookie gets created on this central server. Then, whenever you try to access a second application, you get redirected to the central server, if you already have a cookie there, you will get redirected directly to the app with a token, without login prompts, which means you're already logged in."}),"\n",(0,n.jsxs)(t.p,{children:["For example, Google implements Single Sign On in its services. Google's central server is ",(0,n.jsx)(t.a,{href:"https://accounts.google.com/",children:"https://accounts.google.com"}),". Once you are logged in this server, you will be able to access Gmail, Youtube, and Google Docs without entering your credentials again."]}),"\n",(0,n.jsx)(t.p,{children:(0,n.jsx)(t.img,{alt:"how-does-sso-work",src:i(615495).Z+"",width:"1600",height:"1369"})}),"\n",(0,n.jsx)(t.h2,{id:"iam---identity-and-access-management",children:"IAM - Identity and Access Management"}),"\n",(0,n.jsxs)(t.ul,{children:["\n",(0,n.jsx)(t.li,{children:"IdP - Identity Provider"}),"\n",(0,n.jsxs)(t.li,{children:[(0,n.jsx)(t.a,{href:"https://www.ory.sh/",children:"ORY Hydra"})," - ",(0,n.jsx)(t.a,{href:"https://github.com/ory/hydra",children:"https://github.com/ory/hydra"})]}),"\n",(0,n.jsx)(t.li,{children:(0,n.jsx)(t.a,{href:"https://www.keycloak.org/",children:"Keycloak"})}),"\n",(0,n.jsx)(t.li,{children:"Okta"}),"\n",(0,n.jsx)(t.li,{children:"Auth0"}),"\n",(0,n.jsxs)(t.li,{children:["Supertokens - ",(0,n.jsx)(t.a,{href:"https://supertokens.io",children:"https://supertokens.io"})]}),"\n",(0,n.jsxs)(t.li,{children:[(0,n.jsx)(t.strong,{children:"jumpcloud (Oyster)"})," - ",(0,n.jsx)(t.a,{href:"https://jumpcloud.com/daas-glossary/identity-management",children:"https://jumpcloud.com/daas-glossary/identity-management"})]}),"\n",(0,n.jsx)(t.li,{children:(0,n.jsx)(t.a,{href:"https://magic.link",children:"https://magic.link"})}),"\n"]}),"\n",(0,n.jsx)(t.p,{children:(0,n.jsx)(t.a,{href:"https://withblue.ink/2020/04/08/stop-writing-your-own-user-authentication-code.html",children:"https://withblue.ink/2020/04/08/stop-writing-your-own-user-authentication-code.html"})}),"\n",(0,n.jsx)(t.h2,{id:"signed-request",children:"Signed Request"}),"\n",(0,n.jsx)(t.p,{children:"Request signing is the process to add authentication information to Credit Saison India requests sent by HTTP."}),"\n",(0,n.jsx)(t.p,{children:"For security, all requests to Credit Saison India must be signed with your credentials, which consists of an Client ID and Client Secret. These two keys are commonly referred to as your security credentials."}),"\n",(0,n.jsxs)(t.p,{children:["When an Credit Saison India service receives the request, it performs the same steps that you did to calculate the signature you sent in your request. Credit Saison India then compares its calculated signature to the one you sent with the request. If the signatures match, the request is processed. If the signatures don't match, the request is denied. To get started with the signing process, see ",(0,n.jsx)(t.a,{href:"http://ksf-documentation.s3-website.ap-south-1.amazonaws.com/#authentication-signing-credit-saison-india-requests",children:"Signing Credit Saison India Requests"})]}),"\n",(0,n.jsxs)(t.ol,{children:["\n",(0,n.jsxs)(t.li,{children:["Generate a Hash of your Request Body. Encode the body of your request using UTF-8 and generate a hash for it using the SHA256 algorithm and then converting into a Hex Digest. The Output would then be standardised into Uppercase. This would be called H1. Note: If your request contains no body. Your signature should be a hash of the literal ",(0,n.jsx)(t.code,{children:"null"})]}),"\n",(0,n.jsxs)(t.li,{children:["Adding a TimeStamp to the the request. Using this Credit Saison India's Servers would validate that the request that has been sent by you has been received by us with 10 minutes of your application having sent it. The TimeStamp needs to be in the ",(0,n.jsx)(t.a,{href:"http://unixtimestamp.50x.eu/about.php",children:"UNIX Time"})," milliseconds (13-digit) format. Denoted assignedDateand added to the request as a query parameter."]}),"\n",(0,n.jsx)(t.li,{children:"Create a Canonical Request to generate the Signature. Arrange the contents of your request (host, action, headers, etc.) into a standard (canonical) format. A Canonical request is just the representation of the all parts of a request in a single string seperated using annew line character. We will call this canonical request as C1. Note: We would not be using the header as part of the canonical request. Note: All query parameters need to be URL Encoded. Query parameters needs to be in a sorted in an ascending order while generating the canonical request"}),"\n",(0,n.jsx)(t.li,{children:"Generate a hash of the canonical request. Similar to Step 1 here we create a SHA256 Hash of C1 by first converting it to UTF-8 encoded string and then hashing it. We will call this hash as H2."}),"\n",(0,n.jsxs)(t.li,{children:["Generate a keyed Hash for the whole Request. The output of Step 4 (H2) is the final string that needs to be hashed using the client secret already shared with you.",(0,n.jsx)(t.a,{href:"https://en.wikipedia.org/wiki/HMAC",children:"HMAC"})," requires a key and a hashing algorithm to create a signature. We are using the SHA256 algorithm and the client secret to create a signature here. We will call this signature asP1. P1 in turn needs to be BASE64 Encoded."]}),"\n",(0,n.jsx)(t.li,{children:"Add the Signature to the HTTP Request After you calculate the signature, add it to an HTTP header of the request to Credit Saison India' Servers using the header signature"}),"\n",(0,n.jsx)(t.li,{children:"Add Authentication Headers As part of the of your request to the Credit Saison India Servers. You would also have to pass the APIKey and Username as x-api-key and username Headers respectively."}),"\n"]}),"\n",(0,n.jsx)(t.h2,{id:"passkeys--passkey",children:"Passkeys / Passkey"}),"\n",(0,n.jsxs)(t.p,{children:[(0,n.jsx)(t.a,{href:"https://security.googleblog.com/2023/05/so-long-passwords-thanks-for-all-phish.html",children:"Passkeys"}),' are a new way to sign in to apps and websites. They\u2019re both easier to use and more secure than passwords, so users no longer need to rely on the names of pets, birthdays or the infamous "password123." Instead, passkeys let users sign in to apps and sites the same way they unlock their devices: with a fingerprint, a face scan or a screen lock PIN. And, unlike passwords, passkeys are resistant to online attacks like phishing, making them more secure than things like SMS one-time codes.']}),"\n",(0,n.jsx)(t.p,{children:"Passkeys are easier:"}),"\n",(0,n.jsxs)(t.ul,{children:["\n",(0,n.jsx)(t.li,{children:"Users can select an account to sign in with. Typing the username is not required."}),"\n",(0,n.jsx)(t.li,{children:"Users can authenticate using device's screen lock such as a fingerprint sensor, facial recognition or PIN."}),"\n",(0,n.jsx)(t.li,{children:"Once a passkey is created and registered, the user can seamlessly switch to a new device and immediately use it without needing to re-enroll (unlike traditional biometric auth, which requires setup on each device)."}),"\n"]}),"\n",(0,n.jsx)(t.p,{children:"Passkeys are safer:"}),"\n",(0,n.jsxs)(t.ul,{children:["\n",(0,n.jsx)(t.li,{children:"Developers only save a public key to the server instead of a password, meaning there's far less value for a bad actor to hack into servers, and far less cleanup to do in the event of a breach."}),"\n",(0,n.jsx)(t.li,{children:"Passkeys protect users from phishing attacks. Passkeys work only on their registered websites and apps; a user cannot be tricked into authenticating on a deceptive site because the browser or OS handles verification."}),"\n",(0,n.jsx)(t.li,{children:"Passkeys reduce costs for sending SMS, making them a safer and more cost-effective means for two-factor authentication."}),"\n"]}),"\n",(0,n.jsx)(t.p,{children:(0,n.jsx)(t.a,{href:"https://passkeys-demo.appspot.com/",children:"Passkeys Demo"})}),"\n",(0,n.jsx)(t.p,{children:(0,n.jsx)(t.a,{href:"https://blog.google/technology/safety-security/the-beginning-of-the-end-of-the-password/",children:"Passkeys: What they are and how to use them"})}),"\n",(0,n.jsx)(t.p,{children:(0,n.jsx)(t.a,{href:"https://developers.google.com/identity/passkeys",children:"Passwordless login with passkeys \xa0|\xa0 Authentication \xa0|\xa0 Google for Developers"})}),"\n",(0,n.jsx)(t.h2,{id:"summary",children:"Summary"}),"\n",(0,n.jsxs)(t.ul,{children:["\n",(0,n.jsx)(t.li,{children:"Session - The server stores your identity and gives the browser a session ID cookie. This allows the server to track login state. But cookies don't work well across devices."}),"\n",(0,n.jsx)(t.li,{children:"Token - Your identity is encoded into a token sent to the browser. The browser sends this token on future requests for authentication. No server session storage is required. But tokens need encryption/decryption."}),"\n",(0,n.jsx)(t.li,{children:"JWT - JSON Web Tokens standardize identity tokens using digital signatures for trust. The signature is contained in the token so no server session is needed."}),"\n",(0,n.jsx)(t.li,{children:"SSO - Single Sign On uses a central authentication service. This allows a single login to work across multiple sites."}),"\n",(0,n.jsx)(t.li,{children:"OAuth2 - Allows limited access to your data on one site by another site, without giving away passwords."}),"\n",(0,n.jsx)(t.li,{children:"QR Code - Encodes a random token into a QR code for mobile login. Scanning the code logs you in without typing a password."}),"\n"]}),"\n",(0,n.jsx)(t.p,{children:(0,n.jsx)(t.img,{alt:"session jwt token sso oauth",src:i(501470).Z+"",width:"1538",height:"2000"})}),"\n",(0,n.jsx)(t.h2,{id:"links",children:"Links"}),"\n",(0,n.jsx)(t.p,{children:(0,n.jsx)(t.a,{href:"https://medium.com/@vivekmadurai/different-ways-to-authenticate-a-web-application-e8f3875c254a",children:"https://medium.com/@vivekmadurai/different-ways-to-authenticate-a-web-application-e8f3875c254a"})}),"\n",(0,n.jsx)(t.p,{children:(0,n.jsx)(t.a,{href:"https://blog.risingstack.com/web-authentication-methods-explained",children:"https://blog.risingstack.com/web-authentication-methods-explained"})}),"\n",(0,n.jsx)(t.p,{children:(0,n.jsx)(t.a,{href:"https://www.youtube.com/watch?v=Tcvsefz5DmA",children:"Identity and Access Management: Technical Overview"})})]})}function l(e={}){const{wrapper:t}={...(0,s.a)(),...e.components};return t?(0,n.jsx)(t,{...e,children:(0,n.jsx)(d,{...e})}):d(e)}},298820:(e,t,i)=>{i.d(t,{Z:()=>n});const n=i.p+"assets/images/Authentication-image1-b387c2ead97d0a80b93a792b3b46a02e.jpg"},805699:(e,t,i)=>{i.d(t,{Z:()=>n});const n=i.p+"assets/images/Pasted image 20231224135903-01ec27f402d87f3d6fadde32bf09597e.png"},615495:(e,t,i)=>{i.d(t,{Z:()=>n});const n=i.p+"assets/images/Pasted image 20231224144602-83f1b071a0ca0e12861d3ed7c987a3af.png"},501470:(e,t,i)=>{i.d(t,{Z:()=>n});const n=i.p+"assets/images/Pasted image 20240311223808-16438e18261c9ebf7eee83c237fd5110.jpg"},511151:(e,t,i)=>{i.d(t,{Z:()=>r,a:()=>o});var n=i(667294);const s={},a=n.createContext(s);function o(e){const t=n.useContext(a);return n.useMemo((function(){return"function"==typeof e?e(t):{...t,...e}}),[t,e])}function r(e){let t;return t=e.disableParentContext?"function"==typeof e.components?e.components(s):e.components||s:o(e.components),n.createElement(a.Provider,{value:t},e.children)}}}]); \ No newline at end of file +"use strict";(self.webpackChunkdeep_notes=self.webpackChunkdeep_notes||[]).push([[76369],{468909:(e,t,i)=>{i.r(t),i.d(t,{assets:()=>h,contentTitle:()=>o,default:()=>l,frontMatter:()=>a,metadata:()=>r,toc:()=>c});var n=i(785893),s=i(511151);const a={},o="Authentication",r={id:"computer-science/security/authentication/intro",title:"Authentication",description:"Methods of Authentication",source:"@site/docs/computer-science/security/authentication/intro.md",sourceDirName:"computer-science/security/authentication",slug:"/computer-science/security/authentication/intro",permalink:"/computer-science/security/authentication/intro",draft:!1,unlisted:!1,editUrl:"https://github.com/deepaksood619/deepaksood619.github.io/tree/master/docs/computer-science/security/authentication/intro.md",tags:[],version:"current",lastUpdatedAt:1729278358,formattedLastUpdatedAt:"Oct 18, 2024",frontMatter:{},sidebar:"tutorialSidebar",previous:{title:"HTTP Authentication",permalink:"/computer-science/security/authentication/http-authentication"},next:{title:"JWT",permalink:"/computer-science/security/authentication/jwt"}},h={},c=[{value:"Methods of Authentication",id:"methods-of-authentication",level:2},{value:"Single Factor authentication",id:"single-factor-authentication",level:3},{value:"2-Factor Authentication",id:"2-factor-authentication",level:3},{value:"Multi-Factor Authentication",id:"multi-factor-authentication",level:3},{value:"Types of Authentication",id:"types-of-authentication",level:2},{value:"Basic Access Authentication (BA)",id:"basic-access-authentication-ba",level:3},{value:"Digest Access Authentication",id:"digest-access-authentication",level:3},{value:"Cookie-Based Authentication (Stateful)",id:"cookie-based-authentication-stateful",level:3},{value:"Flow",id:"flow",level:4},{value:"Tips",id:"tips",level:4},{value:"Cons",id:"cons",level:4},{value:"Token-Based Authentication (Stateless)",id:"token-based-authentication-stateless",level:3},{value:"Flow",id:"flow-1",level:4},{value:"Third-party Access",id:"third-party-access",level:3},{value:"SAML (Security Assertion Markup Language)",id:"saml-security-assertion-markup-language",level:3},{value:"Benefits",id:"benefits",level:4},{value:"Tricks",id:"tricks",level:4},{value:"SSO",id:"sso",level:3},{value:"IAM - Identity and Access Management",id:"iam---identity-and-access-management",level:2},{value:"Signed Request",id:"signed-request",level:2},{value:"Passkeys / Passkey",id:"passkeys--passkey",level:2},{value:"Summary",id:"summary",level:2},{value:"Links",id:"links",level:2}];function d(e){const t={a:"a",code:"code",em:"em",h1:"h1",h2:"h2",h3:"h3",h4:"h4",img:"img",li:"li",ol:"ol",p:"p",strong:"strong",ul:"ul",...(0,s.a)(),...e.components};return(0,n.jsxs)(n.Fragment,{children:[(0,n.jsx)(t.h1,{id:"authentication",children:"Authentication"}),"\n",(0,n.jsx)(t.h2,{id:"methods-of-authentication",children:"Methods of Authentication"}),"\n",(0,n.jsx)(t.h3,{id:"single-factor-authentication",children:"Single Factor authentication"}),"\n",(0,n.jsx)(t.p,{children:"This is often used as the authentication process for lower risk systems. You only need a single factor to authenticate, with the most common being a password, so it's more vulnerable to phishing attacks and key loggers."}),"\n",(0,n.jsxs)(t.p,{children:["In addition to this, a recent ",(0,n.jsx)(t.a,{href:"https://dataprot.net/statistics/password-statistics/",children:"article"})," by DataProt showed that 78% of Gen-Z people utilize the same password for multiple services. This means that if an attacker gained access to one user account, they have a high probability of gaining access to others by simply using the same password."]}),"\n",(0,n.jsx)(t.h3,{id:"2-factor-authentication",children:"2-Factor Authentication"}),"\n",(0,n.jsx)(t.p,{children:"This method is more secure, as it comprises two factors of authentication -- typically something you know, for example username and password , plus something you have / own, for example a phone SMS or a security token."}),"\n",(0,n.jsx)(t.p,{children:"For 2-factor authentication, you would enter a one-time SMS password sent to your device, or perhaps a linked authenticator app code and provide an ever-changing access code.\nAs you can imagine, this is a lot more secure than simply entering a password, or a single authentication credential. You would need to know the login credentials, as well as have access to the physical device for the second part."}),"\n",(0,n.jsx)(t.p,{children:"2-factor authentication has become very common amongst online services in recent years, and with many large companies it is the default authentication method. Many require that you setup 2-factor auth in order to even utilize the service."}),"\n",(0,n.jsx)(t.p,{children:(0,n.jsx)(t.a,{href:"two-2fa",children:"2FA - 2-Factor Authentication"})}),"\n",(0,n.jsx)(t.h3,{id:"multi-factor-authentication",children:"Multi-Factor Authentication"}),"\n",(0,n.jsx)(t.p,{children:"Going one step further to make your authentication process even more secure is having 3 or more factors. This form of authentication usually works on the premise of:"}),"\n",(0,n.jsxs)(t.ul,{children:["\n",(0,n.jsx)(t.li,{children:"something you know (username + password or a username + security question and answer)"}),"\n",(0,n.jsx)(t.li,{children:"something you have (mobile phone sms, authenticator app, USB key)"}),"\n",(0,n.jsx)(t.li,{children:"something you are (like a fingerprint / face recognition)"}),"\n"]}),"\n",(0,n.jsx)(t.p,{children:'For these reasons, multi-factor authentication offers the most protection, as you would need to compromise multiple factors, and these factors are a lot more difficult to "hack" or replicate.'}),"\n",(0,n.jsx)(t.p,{children:"The downside to this method of authentication, and the reason it's not utilized in many average systems, is it can be cumbersome to setup and maintain. So the data / system you're protecting really has to justify the need for such security."}),"\n",(0,n.jsx)(t.p,{children:(0,n.jsx)(t.a,{href:"https://auth0.com/learn/multifactor-authentication",children:"https://auth0.com/learn/multifactor-authentication"})}),"\n",(0,n.jsx)(t.h2,{id:"types-of-authentication",children:"Types of Authentication"}),"\n",(0,n.jsx)(t.p,{children:(0,n.jsx)(t.img,{alt:"rest-api-authentication-methods",src:i(805699).Z+"",width:"1312",height:"1706"})}),"\n",(0,n.jsxs)(t.ul,{children:["\n",(0,n.jsx)(t.li,{children:"Cookie-Based authentication"}),"\n",(0,n.jsx)(t.li,{children:"Token-Based authentication"}),"\n",(0,n.jsx)(t.li,{children:"Third party access(OAuth, API-token)"}),"\n",(0,n.jsx)(t.li,{children:"OpenId"}),"\n",(0,n.jsx)(t.li,{children:"SAML (Security Assertion Markup Language)"}),"\n"]}),"\n",(0,n.jsx)(t.h3,{id:"basic-access-authentication-ba",children:"Basic Access Authentication (BA)"}),"\n",(0,n.jsxs)(t.p,{children:["In the context of an ",(0,n.jsx)(t.a,{href:"https://en.wikipedia.org/wiki/HTTP",children:"HTTP"})," transaction, basic access authentication is a method for an ",(0,n.jsx)(t.a,{href:"https://en.wikipedia.org/wiki/User_agent",children:"HTTP user agent"}),"(e.g. a ",(0,n.jsx)(t.a,{href:"https://en.wikipedia.org/wiki/Web_browser",children:"web browser"}),") to provide a ",(0,n.jsx)(t.a,{href:"https://en.wikipedia.org/wiki/User_name",children:"user name"})," and ",(0,n.jsx)(t.a,{href:"https://en.wikipedia.org/wiki/Password",children:"password"})," when making a request. In basic HTTP authentication, a request contains a header field in the form of ",(0,n.jsx)(t.code,{children:"Authorization: Basic "}),", where credentials is the ",(0,n.jsx)(t.a,{href:"https://en.wikipedia.org/wiki/Base64",children:"Base64"})," encoding of ID and password joined by a single colon"]}),"\n",(0,n.jsxs)(t.p,{children:["HTTP Basic authentication (BA) implementation is the simplest technique for enforcing ",(0,n.jsx)(t.a,{href:"https://en.wikipedia.org/wiki/Access_controls",children:"access controls"})," to web resources because it does not require ",(0,n.jsx)(t.a,{href:"https://en.wikipedia.org/wiki/HTTP_cookie",children:"cookies"}),", session identifiers, or login pages; rather, HTTP Basic authentication uses standard fields in the ",(0,n.jsx)(t.a,{href:"https://en.wikipedia.org/wiki/HTTP_header",children:"HTTP header"}),"."]}),"\n",(0,n.jsxs)(t.p,{children:["The BA mechanism does not provide ",(0,n.jsx)(t.a,{href:"https://en.wikipedia.org/wiki/Information_security#Confidentiality",children:"confidentiality"})," protection for the transmitted credentials. They are merely encoded with ",(0,n.jsx)(t.a,{href:"https://en.wikipedia.org/wiki/Base64",children:"Base64"})," in transit and not ",(0,n.jsx)(t.a,{href:"https://en.wikipedia.org/wiki/Encryption",children:"encrypted"})," or ",(0,n.jsx)(t.a,{href:"https://en.wikipedia.org/wiki/Cryptographic_hash",children:"hashed"})," in any way. Therefore, basic authentication is typically used in conjunction with ",(0,n.jsx)(t.a,{href:"https://en.wikipedia.org/wiki/HTTPS",children:"HTTPS"})," to provide confidentiality."]}),"\n",(0,n.jsxs)(t.p,{children:["Because the BA field has to be sent in the header of each HTTP request, the web browser needs to ",(0,n.jsx)(t.a,{href:"https://en.wikipedia.org/wiki/Cache_(computing)",children:"cache"})," credentials for a reasonable period of time to avoid constantly prompting the user for their username and password. Caching policy differs between browsers."]}),"\n",(0,n.jsx)(t.p,{children:"This is the simplest to implement and for some implementations can work well, however it requires transport level encryption as the user name and password are presented with ever request."}),"\n",(0,n.jsx)(t.p,{children:(0,n.jsx)(t.a,{href:"https://en.wikipedia.org/wiki/Basic_access_authentication",children:"https://en.wikipedia.org/wiki/Basic_access_authentication"})}),"\n",(0,n.jsx)(t.h3,{id:"digest-access-authentication",children:"Digest Access Authentication"}),"\n",(0,n.jsxs)(t.p,{children:["Digest access authenticationis one of the agreed-upon methods a ",(0,n.jsx)(t.a,{href:"https://en.wikipedia.org/wiki/Web_server",children:"web server"})," can use to negotiate credentials, such as username or password, with a user's ",(0,n.jsx)(t.a,{href:"https://en.wikipedia.org/wiki/Web_browser",children:"web browser"}),". This can be used to confirm the identity of a user before sending sensitive information, such as online banking transaction history. It applies a ",(0,n.jsx)(t.a,{href:"https://en.wikipedia.org/wiki/Hash_function",children:"hash function"})," to the username and ",(0,n.jsx)(t.a,{href:"https://en.wikipedia.org/wiki/Password",children:"password"})," before sending them over the network. In contrast, ",(0,n.jsx)(t.a,{href:"https://en.wikipedia.org/wiki/Basic_access_authentication",children:"basic access authentication"})," uses the easily reversible ",(0,n.jsx)(t.a,{href:"https://en.wikipedia.org/wiki/Base64",children:"Base64"})," encoding instead of hashing, making it non-secure unless used in conjunction with ",(0,n.jsx)(t.a,{href:"https://en.wikipedia.org/wiki/Transport_Layer_Security",children:"TLS"}),"."]}),"\n",(0,n.jsxs)(t.p,{children:["Technically, digest authentication is an application of ",(0,n.jsx)(t.a,{href:"https://en.wikipedia.org/wiki/MD5",children:"MD5"}),(0,n.jsx)(t.a,{href:"https://en.wikipedia.org/wiki/Cryptographic_hash",children:"cryptographic hashing"})," with usage of ",(0,n.jsx)(t.a,{href:"https://en.wikipedia.org/wiki/Cryptographic_nonce",children:"nonce"})," values to prevent ",(0,n.jsx)(t.a,{href:"https://en.wikipedia.org/wiki/Replay_attack",children:"replay attacks"}),". It uses the ",(0,n.jsx)(t.a,{href:"https://en.wikipedia.org/wiki/Hypertext_Transfer_Protocol",children:"HTTP"})," protocol."]}),"\n",(0,n.jsx)(t.p,{children:(0,n.jsx)(t.a,{href:"https://en.wikipedia.org/wiki/Digest_access_authentication",children:"https://en.wikipedia.org/wiki/Digest_access_authentication"})}),"\n",(0,n.jsx)(t.h3,{id:"cookie-based-authentication-stateful",children:"Cookie-Based Authentication (Stateful)"}),"\n",(0,n.jsx)(t.p,{children:"The client posts the login credential to the server, server verifies the credential and creates session id which is stored in server(state-full) and returned to client via set-cookie. On subsequent request the session id from the cookie is verified in the server and the request get processed. Upon logout session id will be cleared from both client cookie and server."}),"\n",(0,n.jsx)(t.p,{children:(0,n.jsx)(t.img,{alt:"image",src:i(298820).Z+"",width:"950",height:"540"})}),"\n",(0,n.jsx)(t.h4,{id:"flow",children:"Flow"}),"\n",(0,n.jsxs)(t.ul,{children:["\n",(0,n.jsx)(t.li,{children:"Enter login credentials"}),"\n",(0,n.jsx)(t.li,{children:"Server verifies given credentials, creates a session and stores in database."}),"\n",(0,n.jsx)(t.li,{children:"Cookie + Session ID will be kept in client side(User browser)"}),"\n",(0,n.jsx)(t.li,{children:"For consequent requests, session ID will be verified against database."}),"\n",(0,n.jsx)(t.li,{children:"Session will be destroyed from client and server side once the use logs out\nWhen a server receives an HTTP request in the response, it can send aSet-Cookie header. The browser puts it into a cookie jar, and the cookie will be sent along with every request made to the same origin in theCookieHTTP header."}),"\n"]}),"\n",(0,n.jsx)(t.h4,{id:"tips",children:"Tips"}),"\n",(0,n.jsxs)(t.ul,{children:["\n",(0,n.jsx)(t.li,{children:"HttpOnly Cookies - To mitigate the possibility of XSS attacks always use theHttpOnlyflag when setting cookies. This way they won't show up indocument.cookies."}),"\n",(0,n.jsx)(t.li,{children:"Signed Cookies - With signed cookies, a server can tell if a cookie was modified by the client."}),"\n"]}),"\n",(0,n.jsx)(t.h4,{id:"cons",children:"Cons"}),"\n",(0,n.jsxs)(t.ul,{children:["\n",(0,n.jsx)(t.li,{children:"The main disadvantage of using this authentication method is, server has to store all the session data for each and every user and increases the overhead in the server."}),"\n",(0,n.jsxs)(t.li,{children:["Need to make extra effort to mitigate ",(0,n.jsx)(t.a,{href:"https://www.owasp.org/index.php/Cross-Site_Request_Forgery_(CSRF)",children:"CSRF attacks"})]}),"\n",(0,n.jsx)(t.li,{children:"Incompatibility with REST - as it introduces a state into a stateless protocol"}),"\n"]}),"\n",(0,n.jsx)(t.p,{children:(0,n.jsx)(t.a,{href:"https://www.youtube.com/playlist?list=PLQnljOFTspQXaimjxx6uGLJz6lR25abZn",children:"Cookies - YouTube"})}),"\n",(0,n.jsx)(t.h3,{id:"token-based-authentication-stateless",children:"Token-Based Authentication (Stateless)"}),"\n",(0,n.jsx)(t.p,{children:"Token based authenticationis gaining in popularity because of the rise in single page applications (SPA) and statelessness (RESTful API's) of the application. There are different ways to implement token based authentication, we will focussing on most commonly used JSON Web Token(JWT). On receiving the credentials from client the server validates the credentials and generates a signed JWT which contains the user information. Note, the token will never get stored in server(stateless). On subsequent request the token will be passed to server and gets verified(decoded) in the server. The token can be maintained at client side in local storage, session storage or even in cookies."}),"\n",(0,n.jsx)(t.h4,{id:"flow-1",children:"Flow"}),"\n",(0,n.jsxs)(t.ul,{children:["\n",(0,n.jsx)(t.li,{children:"User provides credentials"}),"\n",(0,n.jsx)(t.li,{children:"Server verifies credentials and returns a signed token."}),"\n",(0,n.jsx)(t.li,{children:"Token is stored in client side"}),"\n",(0,n.jsx)(t.li,{children:"Subsequent requests to the server will be sent with the token as authentication header (HTTP header)."}),"\n",(0,n.jsx)(t.li,{children:"Server verifies the token (JSON web token) and return required data."}),"\n",(0,n.jsx)(t.li,{children:"Token is destroyed in client, once the user logs out."}),"\n",(0,n.jsx)(t.li,{children:"Ex - JWT"}),"\n"]}),"\n",(0,n.jsx)(t.h3,{id:"third-party-access",children:"Third-party Access"}),"\n",(0,n.jsxs)(t.p,{children:["If we have a need to expose our API's outside of our system like third party app or even to access it from mobile apps we end up in two common ways to share the user information. Via ",(0,n.jsx)(t.em,{children:"API-token"})," which is same as ",(0,n.jsx)(t.em,{children:"JWT token"}),", where the token will be send via Authorization header which will get handled at API gateway to authenticate the user. And the other option is via ",(0,n.jsx)(t.em,{children:"Open Authentication(OAuth)"}),", OAuth is a protocol that allows an application to authenticate against server as a user. The recommendation is to implement OAuth 1.0a or OAuth 2.0. OAuth 2.0 relies on HTTPS for security and it currently implemented by Google, Facebook, Twitter etc., OAuth 2 provides secured delegate access to a resource based on user. OAuth 2 does this by allowing a token to be issued by Identity provider to these third party applications, with the approval of user. The client then uses the token to access the resource on behalf of that user."]}),"\n",(0,n.jsx)(t.h3,{id:"saml-security-assertion-markup-language",children:"SAML (Security Assertion Markup Language)"}),"\n",(0,n.jsx)(t.p,{children:"Makes use of the same Identity provider which we saw in OpenId, but it is XML based and more flexible. The recommended version for SAML is 2.0. SAML also provides a way to achieve Single SignOn(SSO), user can make use of the Identity provider URL to login into the system which redirects with XML data back to your application page which can then be decoded to get the user information. We have SAML providers like G Suite, Office 365, OneLogin, Okta etc.,\nSAML is an XML-based open-standard for transferring identity data between two parties: an identity provider (IdP) and a service provider (SP)."}),"\n",(0,n.jsx)(t.p,{children:"Identity Provider - Performs authentication and passes the user's identity and authorization level to the service provider."}),"\n",(0,n.jsx)(t.p,{children:"Service Provider - Trusts the identity provider and authorizes the given user to access the requested resource."}),"\n",(0,n.jsx)(t.h4,{id:"benefits",children:"Benefits"}),"\n",(0,n.jsxs)(t.ul,{children:["\n",(0,n.jsxs)(t.li,{children:["Improved User Experience",":Users"," only need to sign in one time to access multiple service providers."]}),"\n",(0,n.jsxs)(t.li,{children:["Increased Security",":SAML"," provides a single point of authentication, which happens at a secure identity provider, SAML provider can apply context-based policies to access applications."]}),"\n",(0,n.jsxs)(t.li,{children:["Loose Coupling of Directories",":SAML"," doesn't require user information to be maintained and synchronized between directories."]}),"\n",(0,n.jsxs)(t.li,{children:["Reduced Costs for Service Providers",":With"," SAML, you don't have to maintain account information across multiple services. The identity provider bears this burden."]}),"\n"]}),"\n",(0,n.jsx)(t.p,{children:(0,n.jsx)(t.a,{href:"https://duo.com/blog/the-beer-drinkers-guide-to-saml",children:"https://duo.com/blog/the-beer-drinkers-guide-to-saml"})}),"\n",(0,n.jsx)(t.h4,{id:"tricks",children:"Tricks"}),"\n",(0,n.jsxs)(t.ul,{children:["\n",(0,n.jsx)(t.li,{children:"For Single SignOn OpenId has taken most of the consumer market, SAML is often the choice for many enterprise application."}),"\n",(0,n.jsx)(t.li,{children:"If you have to support only web application go for Cookie or Token based authentication."}),"\n",(0,n.jsx)(t.li,{children:"If you have to support both web as well mobile client go with API-token with that of Cookie based authentication."}),"\n",(0,n.jsx)(t.li,{children:"On top of above authentication methods if needed we can also implement One Time Password(OTP), Two Factor Authentication(2FA), Email verification etc.,"}),"\n"]}),"\n",(0,n.jsx)(t.h3,{id:"sso",children:"SSO"}),"\n",(0,n.jsxs)(t.p,{children:[(0,n.jsx)(t.a,{href:"https://auth0.com/blog/what-is-and-how-does-single-sign-on-work/",children:"Single Sign On Authentication"})," provides your users with a seamless authentication experience when they navigate either through the applications you have built and/or third party apps. That is once you log into one of these applications, you won't have to enter your credentials again when entering another one, as you will be automatically logged in all of them, regardless of the platform, technology, or domain. Don't make your internal employees nor your external users go through the hassle of maintaining and remembering yet another credential."]}),"\n",(0,n.jsx)(t.p,{children:"Single Sign On works by having a central server, which all the applications trust. When you login for the first time a cookie gets created on this central server. Then, whenever you try to access a second application, you get redirected to the central server, if you already have a cookie there, you will get redirected directly to the app with a token, without login prompts, which means you're already logged in."}),"\n",(0,n.jsxs)(t.p,{children:["For example, Google implements Single Sign On in its services. Google's central server is ",(0,n.jsx)(t.a,{href:"https://accounts.google.com/",children:"https://accounts.google.com"}),". Once you are logged in this server, you will be able to access Gmail, Youtube, and Google Docs without entering your credentials again."]}),"\n",(0,n.jsx)(t.p,{children:(0,n.jsx)(t.img,{alt:"how-does-sso-work",src:i(615495).Z+"",width:"1600",height:"1369"})}),"\n",(0,n.jsx)(t.h2,{id:"iam---identity-and-access-management",children:"IAM - Identity and Access Management"}),"\n",(0,n.jsxs)(t.ul,{children:["\n",(0,n.jsx)(t.li,{children:"IdP - Identity Provider"}),"\n",(0,n.jsxs)(t.li,{children:[(0,n.jsx)(t.a,{href:"https://www.ory.sh/",children:"ORY Hydra"})," - ",(0,n.jsx)(t.a,{href:"https://github.com/ory/hydra",children:"https://github.com/ory/hydra"})]}),"\n",(0,n.jsx)(t.li,{children:(0,n.jsx)(t.a,{href:"https://www.keycloak.org/",children:"Keycloak"})}),"\n",(0,n.jsx)(t.li,{children:"Okta"}),"\n",(0,n.jsxs)(t.li,{children:["Auth0","\n",(0,n.jsxs)(t.ul,{children:["\n",(0,n.jsx)(t.li,{children:(0,n.jsx)(t.a,{href:"https://fusionauth.io/",children:"FusionAuth: Auth. Built for Devs, by Devs"})}),"\n"]}),"\n"]}),"\n",(0,n.jsxs)(t.li,{children:["Supertokens - ",(0,n.jsx)(t.a,{href:"https://supertokens.io",children:"https://supertokens.io"})]}),"\n",(0,n.jsxs)(t.li,{children:[(0,n.jsx)(t.strong,{children:"jumpcloud (Oyster)"})," - ",(0,n.jsx)(t.a,{href:"https://jumpcloud.com/daas-glossary/identity-management",children:"https://jumpcloud.com/daas-glossary/identity-management"})]}),"\n",(0,n.jsx)(t.li,{children:(0,n.jsx)(t.a,{href:"https://magic.link",children:"https://magic.link"})}),"\n"]}),"\n",(0,n.jsx)(t.p,{children:(0,n.jsx)(t.a,{href:"https://withblue.ink/2020/04/08/stop-writing-your-own-user-authentication-code.html",children:"https://withblue.ink/2020/04/08/stop-writing-your-own-user-authentication-code.html"})}),"\n",(0,n.jsx)(t.h2,{id:"signed-request",children:"Signed Request"}),"\n",(0,n.jsx)(t.p,{children:"Request signing is the process to add authentication information to Credit Saison India requests sent by HTTP."}),"\n",(0,n.jsx)(t.p,{children:"For security, all requests to Credit Saison India must be signed with your credentials, which consists of an Client ID and Client Secret. These two keys are commonly referred to as your security credentials."}),"\n",(0,n.jsxs)(t.p,{children:["When an Credit Saison India service receives the request, it performs the same steps that you did to calculate the signature you sent in your request. Credit Saison India then compares its calculated signature to the one you sent with the request. If the signatures match, the request is processed. If the signatures don't match, the request is denied. To get started with the signing process, see ",(0,n.jsx)(t.a,{href:"http://ksf-documentation.s3-website.ap-south-1.amazonaws.com/#authentication-signing-credit-saison-india-requests",children:"Signing Credit Saison India Requests"})]}),"\n",(0,n.jsxs)(t.ol,{children:["\n",(0,n.jsxs)(t.li,{children:["Generate a Hash of your Request Body. Encode the body of your request using UTF-8 and generate a hash for it using the SHA256 algorithm and then converting into a Hex Digest. The Output would then be standardised into Uppercase. This would be called H1. Note: If your request contains no body. Your signature should be a hash of the literal ",(0,n.jsx)(t.code,{children:"null"})]}),"\n",(0,n.jsxs)(t.li,{children:["Adding a TimeStamp to the the request. Using this Credit Saison India's Servers would validate that the request that has been sent by you has been received by us with 10 minutes of your application having sent it. The TimeStamp needs to be in the ",(0,n.jsx)(t.a,{href:"http://unixtimestamp.50x.eu/about.php",children:"UNIX Time"})," milliseconds (13-digit) format. Denoted assignedDateand added to the request as a query parameter."]}),"\n",(0,n.jsx)(t.li,{children:"Create a Canonical Request to generate the Signature. Arrange the contents of your request (host, action, headers, etc.) into a standard (canonical) format. A Canonical request is just the representation of the all parts of a request in a single string seperated using annew line character. We will call this canonical request as C1. Note: We would not be using the header as part of the canonical request. Note: All query parameters need to be URL Encoded. Query parameters needs to be in a sorted in an ascending order while generating the canonical request"}),"\n",(0,n.jsx)(t.li,{children:"Generate a hash of the canonical request. Similar to Step 1 here we create a SHA256 Hash of C1 by first converting it to UTF-8 encoded string and then hashing it. We will call this hash as H2."}),"\n",(0,n.jsxs)(t.li,{children:["Generate a keyed Hash for the whole Request. The output of Step 4 (H2) is the final string that needs to be hashed using the client secret already shared with you.",(0,n.jsx)(t.a,{href:"https://en.wikipedia.org/wiki/HMAC",children:"HMAC"})," requires a key and a hashing algorithm to create a signature. We are using the SHA256 algorithm and the client secret to create a signature here. We will call this signature asP1. P1 in turn needs to be BASE64 Encoded."]}),"\n",(0,n.jsx)(t.li,{children:"Add the Signature to the HTTP Request After you calculate the signature, add it to an HTTP header of the request to Credit Saison India' Servers using the header signature"}),"\n",(0,n.jsx)(t.li,{children:"Add Authentication Headers As part of the of your request to the Credit Saison India Servers. You would also have to pass the APIKey and Username as x-api-key and username Headers respectively."}),"\n"]}),"\n",(0,n.jsx)(t.h2,{id:"passkeys--passkey",children:"Passkeys / Passkey"}),"\n",(0,n.jsxs)(t.p,{children:[(0,n.jsx)(t.a,{href:"https://security.googleblog.com/2023/05/so-long-passwords-thanks-for-all-phish.html",children:"Passkeys"}),' are a new way to sign in to apps and websites. They\u2019re both easier to use and more secure than passwords, so users no longer need to rely on the names of pets, birthdays or the infamous "password123." Instead, passkeys let users sign in to apps and sites the same way they unlock their devices: with a fingerprint, a face scan or a screen lock PIN. And, unlike passwords, passkeys are resistant to online attacks like phishing, making them more secure than things like SMS one-time codes.']}),"\n",(0,n.jsx)(t.p,{children:"Passkeys are easier:"}),"\n",(0,n.jsxs)(t.ul,{children:["\n",(0,n.jsx)(t.li,{children:"Users can select an account to sign in with. Typing the username is not required."}),"\n",(0,n.jsx)(t.li,{children:"Users can authenticate using device's screen lock such as a fingerprint sensor, facial recognition or PIN."}),"\n",(0,n.jsx)(t.li,{children:"Once a passkey is created and registered, the user can seamlessly switch to a new device and immediately use it without needing to re-enroll (unlike traditional biometric auth, which requires setup on each device)."}),"\n"]}),"\n",(0,n.jsx)(t.p,{children:"Passkeys are safer:"}),"\n",(0,n.jsxs)(t.ul,{children:["\n",(0,n.jsx)(t.li,{children:"Developers only save a public key to the server instead of a password, meaning there's far less value for a bad actor to hack into servers, and far less cleanup to do in the event of a breach."}),"\n",(0,n.jsx)(t.li,{children:"Passkeys protect users from phishing attacks. Passkeys work only on their registered websites and apps; a user cannot be tricked into authenticating on a deceptive site because the browser or OS handles verification."}),"\n",(0,n.jsx)(t.li,{children:"Passkeys reduce costs for sending SMS, making them a safer and more cost-effective means for two-factor authentication."}),"\n"]}),"\n",(0,n.jsx)(t.p,{children:(0,n.jsx)(t.a,{href:"https://passkeys-demo.appspot.com/",children:"Passkeys Demo"})}),"\n",(0,n.jsx)(t.p,{children:(0,n.jsx)(t.a,{href:"https://blog.google/technology/safety-security/the-beginning-of-the-end-of-the-password/",children:"Passkeys: What they are and how to use them"})}),"\n",(0,n.jsx)(t.p,{children:(0,n.jsx)(t.a,{href:"https://developers.google.com/identity/passkeys",children:"Passwordless login with passkeys \xa0|\xa0 Authentication \xa0|\xa0 Google for Developers"})}),"\n",(0,n.jsx)(t.h2,{id:"summary",children:"Summary"}),"\n",(0,n.jsxs)(t.ul,{children:["\n",(0,n.jsx)(t.li,{children:"Session - The server stores your identity and gives the browser a session ID cookie. This allows the server to track login state. But cookies don't work well across devices."}),"\n",(0,n.jsx)(t.li,{children:"Token - Your identity is encoded into a token sent to the browser. The browser sends this token on future requests for authentication. No server session storage is required. But tokens need encryption/decryption."}),"\n",(0,n.jsx)(t.li,{children:"JWT - JSON Web Tokens standardize identity tokens using digital signatures for trust. The signature is contained in the token so no server session is needed."}),"\n",(0,n.jsx)(t.li,{children:"SSO - Single Sign On uses a central authentication service. This allows a single login to work across multiple sites."}),"\n",(0,n.jsx)(t.li,{children:"OAuth2 - Allows limited access to your data on one site by another site, without giving away passwords."}),"\n",(0,n.jsx)(t.li,{children:"QR Code - Encodes a random token into a QR code for mobile login. Scanning the code logs you in without typing a password."}),"\n"]}),"\n",(0,n.jsx)(t.p,{children:(0,n.jsx)(t.img,{alt:"session jwt token sso oauth",src:i(501470).Z+"",width:"1538",height:"2000"})}),"\n",(0,n.jsx)(t.h2,{id:"links",children:"Links"}),"\n",(0,n.jsx)(t.p,{children:(0,n.jsx)(t.a,{href:"https://medium.com/@vivekmadurai/different-ways-to-authenticate-a-web-application-e8f3875c254a",children:"https://medium.com/@vivekmadurai/different-ways-to-authenticate-a-web-application-e8f3875c254a"})}),"\n",(0,n.jsx)(t.p,{children:(0,n.jsx)(t.a,{href:"https://blog.risingstack.com/web-authentication-methods-explained",children:"https://blog.risingstack.com/web-authentication-methods-explained"})}),"\n",(0,n.jsx)(t.p,{children:(0,n.jsx)(t.a,{href:"https://www.youtube.com/watch?v=Tcvsefz5DmA",children:"Identity and Access Management: Technical Overview"})})]})}function l(e={}){const{wrapper:t}={...(0,s.a)(),...e.components};return t?(0,n.jsx)(t,{...e,children:(0,n.jsx)(d,{...e})}):d(e)}},298820:(e,t,i)=>{i.d(t,{Z:()=>n});const n=i.p+"assets/images/Authentication-image1-b387c2ead97d0a80b93a792b3b46a02e.jpg"},805699:(e,t,i)=>{i.d(t,{Z:()=>n});const n=i.p+"assets/images/Pasted image 20231224135903-01ec27f402d87f3d6fadde32bf09597e.png"},615495:(e,t,i)=>{i.d(t,{Z:()=>n});const n=i.p+"assets/images/Pasted image 20231224144602-83f1b071a0ca0e12861d3ed7c987a3af.png"},501470:(e,t,i)=>{i.d(t,{Z:()=>n});const n=i.p+"assets/images/Pasted image 20240311223808-16438e18261c9ebf7eee83c237fd5110.jpg"},511151:(e,t,i)=>{i.d(t,{Z:()=>r,a:()=>o});var n=i(667294);const s={},a=n.createContext(s);function o(e){const t=n.useContext(a);return n.useMemo((function(){return"function"==typeof e?e(t):{...t,...e}}),[t,e])}function r(e){let t;return t=e.disableParentContext?"function"==typeof e.components?e.components(s):e.components||s:o(e.components),n.createElement(a.Provider,{value:t},e.children)}}}]); \ No newline at end of file diff --git a/assets/js/9219d4e7.06b5bd05.js b/assets/js/9219d4e7.06b5bd05.js deleted file mode 100644 index c588e290623..00000000000 --- a/assets/js/9219d4e7.06b5bd05.js +++ /dev/null @@ -1 +0,0 @@ -"use strict";(self.webpackChunkdeep_notes=self.webpackChunkdeep_notes||[]).push([[90854],{390028:(e,t,n)=>{n.r(t),n.d(t,{assets:()=>l,contentTitle:()=>o,default:()=>d,frontMatter:()=>r,metadata:()=>a,toc:()=>h});var s=n(785893),i=n(511151);const r={},o="Others - 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Competence before confidence",id:"1-competence-before-confidence",level:2},{value:"2. The delusion of control",id:"2-the-delusion-of-control",level:2},{value:"3. Don\u2019t plan too much",id:"3-dont-plan-too-much",level:2},{value:"4. Design your future",id:"4-design-your-future",level:2},{value:"5. Understand that branding is everything",id:"5-understand-that-branding-is-everything",level:2},{value:"6. Think like a designer",id:"6-think-like-a-designer",level:2},{value:"7. Bet on the jockey",id:"7-bet-on-the-jockey",level:2},{value:"8. Make it personal",id:"8-make-it-personal",level:2},{value:"9. The luxury of care",id:"9-the-luxury-of-care",level:2},{value:"10. Aim for your pains, not for your pleasures",id:"10-aim-for-your-pains-not-for-your-pleasures",level:2},{value:"11. Good is the enemy of great",id:"11-good-is-the-enemy-of-great",level:2},{value:"Marcellus Summary",id:"marcellus-summary",level:2},{value:"Links",id:"links",level:2}];function d(e){const t={a:"a",blockquote:"blockquote",em:"em",h1:"h1",h2:"h2",li:"li",p:"p",strong:"strong",ul:"ul",...(0,i.a)(),...e.components};return(0,n.jsxs)(n.Fragment,{children:[(0,n.jsx)(t.h1,{id:"alchemy-the-surprising-power-of-ideas-that-dont-make-sense",children:"Alchemy: The Surprising Power of Ideas That Don't Make Sense"}),"\n",(0,n.jsx)(t.p,{children:"Book by Rory Sutherland"}),"\n",(0,n.jsxs)(t.blockquote,{children:["\n",(0,n.jsx)(t.p,{children:"\u201cTo be brilliant, you have to be irrational.\u201d- Rory Sutherland"}),"\n"]}),"\n",(0,n.jsxs)(t.blockquote,{children:["\n",(0,n.jsx)(t.p,{children:"\u201cA flower is simply a weed with an advertising budget.\u201d \u2014 Rory Sutherland"}),"\n"]}),"\n",(0,n.jsx)(t.p,{children:"The book covers several different ideas, but ultimately it all comes down to the value of \u201cpsycho-logic\u201d:"}),"\n",(0,n.jsxs)(t.blockquote,{children:["\n",(0,n.jsx)(t.p,{children:"\u201cMy word to describe the way we make decisions \u2014 to distinguish it from the artificial concepts of \u2018logic\u2019 and \u2018rationality\u2026 I have chosen psycho-logic as a neutral and non-judgemental term. I have done this for a reason. When we do put a name to non-rational behaviour, it is usually a word like \u2018emotion\u2019, which makes it sound like logic\u2019s evil twin.\u201d- Rory Sutherland"}),"\n"]}),"\n",(0,n.jsx)(t.h2,{id:"1-competence-before-confidence",children:"1. Competence before confidence"}),"\n",(0,n.jsx)(t.p,{children:"==\u201cInsecurity leads to over-thinking and paralyses the ability to take action\u2026 If you want to get started, believe that you can do it or be good at something \u2014 but don\u2019t expect yourself to be the best.\u201d=="}),"\n",(0,n.jsx)(t.h2,{id:"2-the-delusion-of-control",children:"2. The delusion of control"}),"\n",(0,n.jsx)(t.p,{children:"\u201cThe world is much more random than we like to think\u2026 Don\u2019t obsess over outcomes, and don\u2019t try to project too far into the future. Think through decisions and choices as they come to you \u2014 but don\u2019t agonise over them.\u201d"}),"\n",(0,n.jsx)(t.h2,{id:"3-dont-plan-too-much",children:"3. Don\u2019t plan too much"}),"\n",(0,n.jsx)(t.p,{children:"\u201cComplex plans are designed to compensate for small vision or low self-esteem\u2026 The world is chaotic and complex \u2014 don\u2019t try to cram the infinite detail of the real world into one neat grid.\u201d"}),"\n",(0,n.jsx)(t.h2,{id:"4-design-your-future",children:"4. Design your future"}),"\n",(0,n.jsx)(t.p,{children:"\u201cDesign is about having a go \u2014 trying something and seeing what happens. Planning is how to try \u2014 you plan for things to happen as they should, rather than designing to turn them into something else.\u201d"}),"\n",(0,n.jsx)(t.h2,{id:"5-understand-that-branding-is-everything",children:"5. Understand that branding is everything"}),"\n",(0,n.jsx)(t.p,{children:"\u201cBrands are just products with no price tag\u2026 People don\u2019t buy images or messages; they buy better versions of themselves.\u201d"}),"\n",(0,n.jsx)(t.h2,{id:"6-think-like-a-designer",children:"6. Think like a designer"}),"\n",(0,n.jsx)(t.p,{children:"\u201cIf you can design it, you can make it happen\u2026 If you know the price of something, you control the supply; if you control supply, you can charge whatever prices suit your market. You will always have sufficient demand because there are always people who will do anything to get what you\u2019re selling, whether or not they can afford it.\u201d"}),"\n",(0,n.jsx)(t.h2,{id:"7-bet-on-the-jockey",children:"7. Bet on the jockey"}),"\n",(0,n.jsx)(t.p,{children:"\u201cTalented managers lead successful brands\u2026 The company is its own product, owned and managed by the right person with the right culture.\u201d"}),"\n",(0,n.jsxs)(t.blockquote,{children:["\n",(0,n.jsx)(t.p,{children:"\u201cIf there were a logical answer, we would have found it by now.\u201d \u2014 Rory Sutherland"}),"\n"]}),"\n",(0,n.jsx)(t.h2,{id:"8-make-it-personal",children:"8. Make it personal"}),"\n",(0,n.jsx)(t.p,{children:"\u201cConcentrate on what you can deliver to each person, not the group. By selling one at a time, you can deliver more than by selling ten at a time\u2026 Every relationship is an individual one; every customer has different wants and needs; never forget that they all use your product or service in different ways.\u201d"}),"\n",(0,n.jsx)(t.h2,{id:"9-the-luxury-of-care",children:"9. The luxury of care"}),"\n",(0,n.jsx)(t.p,{children:"\u201cEvery marketer can sell a product, but to create an emotional bond, you need to be able to give something away\u2026 It is much harder and more effective to make someone feel they deserve something than that they simply want it.\u201d"}),"\n",(0,n.jsx)(t.h2,{id:"10-aim-for-your-pains-not-for-your-pleasures",children:"10. Aim for your pains, not for your pleasures"}),"\n",(0,n.jsx)(t.p,{children:"\u201cThe more pleasure you promise, the less effective your advertising is likely to be. Aim for people\u2019s fears or their pain rather than their desires or pleasures\u2026 The best marketing only has to work once \u2014 it just sucks people in by tugging at something they already feel but don\u2019t yet understand. Once trust is established, people will buy almost anything.\u201d"}),"\n",(0,n.jsx)(t.h2,{id:"11-good-is-the-enemy-of-great",children:"11. Good is the enemy of great"}),"\n",(0,n.jsx)(t.p,{children:"\u201cIt is often easier to make something very, very cheap than it is to make what was expensive (but good) much cheaper and still be profitable\u2026 We think we want quality \u2014 but actually, we just want value: we don\u2019t want a fair price, we want a great deal.\u201d"}),"\n",(0,n.jsxs)(t.blockquote,{children:["\n",(0,n.jsx)(t.p,{children:"\u201cDon\u2019t just copy what works, Copy how it works.\u201d \u2014 Rory Sutherland"}),"\n"]}),"\n",(0,n.jsx)(t.h2,{id:"marcellus-summary",children:"Marcellus Summary"}),"\n",(0,n.jsxs)(t.p,{children:["As the title says, the talk is all about how we optimise for speed, often irrationally at that i.e, there are somethings which are counter-intuitively most productive when not done in the shortest possible time. He gives some brilliant examples to back this. He talks about the paceometer which sits alongside the speedometer in the car, except it shows \u201c",(0,n.jsx)(t.em,{children:"how many minutes at that speed it will take you to go 10 miles. Assuming you\u2019re going 10 miles at 10 miles an hour, it\u2019ll take you an hour."})]}),"\n",(0,n.jsx)(t.p,{children:(0,n.jsx)(t.em,{children:"If you\u2019re going 10 miles, or 20 miles, or 30 miles, something in that order of magnitude, there\u2019s a big time-saving by going at 30 miles an hour rather than 20 miles an hour. In fact, you\u2019ll save a whole 10 minutes just by accelerating about 10 miles an hour."})}),"\n",(0,n.jsx)(t.p,{children:(0,n.jsx)(t.em,{children:"On the other hand, if you accelerate from 80 miles an hour to 90 for example, or 70 to 80, you basically save a minute."})}),"\n",(0,n.jsx)(t.p,{children:(0,n.jsx)(t.em,{children:"Some of you may have noticed this if you\u2019ve got a GPS in your car. You\u2019re driving on the motorway at 60, you realize you\u2019re going to be five minutes late for an appointment, so you welly it. And after driving at an insanely fast and dangerous speed for about eight minutes, you suddenly realize your arrival time has only improved by one minute."})}),"\n",(0,n.jsx)(t.p,{children:(0,n.jsx)(t.em,{children:"This is fascinating. Because to a physicist, they\u2019re exactly the same. But when I present the information about time and distance in a different way, your reaction is now completely different. What it effectively says is: going quite a bit faster when you\u2019re going slowly is a really big gain. Going very fast when you\u2019re already going fast is the action of a dickhead."})}),"\n",(0,n.jsx)(t.p,{children:(0,n.jsx)(t.em,{children:"Basically, once you hit a comfortable 65 or 70 on the road, don\u2019t bother. That\u2019s enough. It\u2019s a waste of time because the risk you encounter\u2014the risk you incur on yourself, the risk you effectively impose on other people by going any faster\u2014is utterly pointless in terms of time saved.\u201d"})}),"\n",(0,n.jsx)(t.p,{children:"Another example he gives is of how people actually enjoy their train commute home, contrary to the assumption of the train authorities:"}),"\n",(0,n.jsxs)(t.p,{children:["\u201c",(0,n.jsx)(t.em,{children:"Quite a lot of people enjoy their commute time. And there\u2019s good behavioral evidence for this because economists have noticed that people live a bit further from work than they optimally should in order to create a chronological buffer between where they work and where they live. We like that decompression time."})]}),"\n",(0,n.jsx)(t.p,{children:(0,n.jsx)(t.em,{children:"So this person announces the research to the people responsible for transport modeling at Transport for London, and they say, \u201cYou must never tell anybody that. It\u2019s absolutely wrong for you to say that people might actually enjoy a train ride.\u201d"})}),"\n",(0,n.jsx)(t.p,{children:(0,n.jsx)(t.em,{children:"\u201cEh? But it\u2019s true.\u201d"})}),"\n",(0,n.jsx)(t.p,{children:(0,n.jsx)(t.em,{children:"\u201cMaybe it\u2019s true, but all our models that justify transport investment assume that travel time is always a disutility. In other words, the more time you spend in transit, the worse off you are. If you come along with fancy ideas suggesting that people may sometimes prefer slower to faster, it fucks up our whole model.\u201d"})}),"\n",(0,n.jsx)(t.p,{children:(0,n.jsx)(t.strong,{children:(0,n.jsx)(t.em,{children:"So this is what\u2019s happened to the world: optimization trumps human preference. The people who want to win the argument are effectively prepared to ignore human truths to preserve the integrity of the artificial model."})})}),"\n",(0,n.jsx)(t.p,{children:(0,n.jsx)(t.em,{children:"The Unaccountability Machine\xa0by Dan Davies is a fantastic book, which argues that people create these models because if you can reduce decision-making to an algorithm, or a formula, or a process, or a procedure, you avoid the risk of blame. Computer says no, effectively."})}),"\n",(0,n.jsx)(t.p,{children:(0,n.jsx)(t.em,{children:"Instinctively, people love to codify things, and make them numerical, and turn them into optimization problems with a single right answer. Because the second you acknowledge ambiguity, you now have to exercise choice. If you can pretend there\u2019s no ambiguity, then you haven\u2019t made a decision, you can\u2019t be blamed, you can\u2019t be held responsible. And what\u2019s the first thing you remove if you want to remove ambiguity from a model? You remove human psychology, because human psychology, particularly around time, is massively ambiguous.\u201d"})}),"\n",(0,n.jsx)(t.p,{children:"The whole talk is full of blinding insights about human behaviour, contrary to popular perception."}),"\n",(0,n.jsxs)(t.p,{children:["In conclusion, he says:\xa0",(0,n.jsx)(t.em,{children:"\u201cI think there are things in life that you want to telescope and compress and accelerate and streamline and make more efficient. And there are things where the value is precisely in the inefficiency, in the time spent, in the pain endured, in the effort you have to invest. And I don\u2019t think we\u2019re going to differentiate between those things.\xa0.."})]}),"\n",(0,n.jsx)(t.p,{children:(0,n.jsx)(t.em,{children:"The general assumption driven by these optimization models is always that faster is better. I think there are things we need to deliberately and consciously slow down for our own sanity and for our own productivity. If we don\u2019t ask that question about what those things are, I think we\u2019ll get things terribly, terribly wrong.\u201d"})}),"\n",(0,n.jsx)(t.p,{children:(0,n.jsx)(t.a,{href:"https://www.youtube.com/watch?v=Bc9jFbxrkMk&ab_channel=Nudgestock",children:"Rory Sutherland \u2013\xa0Are We Now Too Impatient to Be Intelligent? | Nudgestock 2024 - YouTube"})}),"\n",(0,n.jsx)(t.h2,{id:"links",children:"Links"}),"\n",(0,n.jsxs)(t.ul,{children:["\n",(0,n.jsx)(t.li,{children:(0,n.jsx)(t.a,{href:"https://medium.com/new-writers-welcome/11-rules-i-learned-from-rory-sutherland-book-alchemy-5f6970a80259",children:"11 rules I learned from Rory Sutherland book Alchemy | by Courtney Simms | New Writers Welcome | Medium"})}),"\n"]})]})}function u(e={}){const{wrapper:t}={...(0,i.a)(),...e.components};return t?(0,n.jsx)(t,{...e,children:(0,n.jsx)(d,{...e})}):d(e)}},511151:(e,t,o)=>{o.d(t,{Z:()=>s,a:()=>r});var n=o(667294);const i={},a=n.createContext(i);function r(e){const t=n.useContext(a);return n.useMemo((function(){return"function"==typeof e?e(t):{...t,...e}}),[t,e])}function s(e){let t;return t=e.disableParentContext?"function"==typeof e.components?e.components(i):e.components||i:r(e.components),n.createElement(a.Provider,{value:t},e.children)}}}]); \ No newline at end of file diff --git a/assets/js/9ea068e3.3b5a125a.js b/assets/js/9ea068e3.3b5a125a.js new file mode 100644 index 00000000000..c3e3f06b22c --- /dev/null +++ b/assets/js/9ea068e3.3b5a125a.js @@ -0,0 +1 @@ +"use strict";(self.webpackChunkdeep_notes=self.webpackChunkdeep_notes||[]).push([[7674],{84321:(e,n,r)=>{r.r(n),r.d(n,{assets:()=>a,contentTitle:()=>l,default:()=>h,frontMatter:()=>o,metadata:()=>t,toc:()=>d});var s=r(785893),i=r(511151);const o={},l="Deep Learning Frameworks",t={id:"ai/libraries/deep-learning-frameworks",title:"Deep Learning Frameworks",description:"Pytorch",source:"@site/docs/ai/libraries/deep-learning-frameworks.md",sourceDirName:"ai/libraries",slug:"/ai/libraries/deep-learning-frameworks",permalink:"/ai/libraries/deep-learning-frameworks",draft:!1,unlisted:!1,editUrl:"https://github.com/deepaksood619/deepaksood619.github.io/tree/master/docs/ai/libraries/deep-learning-frameworks.md",tags:[],version:"current",lastUpdatedAt:1729278358,formattedLastUpdatedAt:"Oct 18, 2024",frontMatter:{},sidebar:"tutorialSidebar",previous:{title:"AWS Sagemaker",permalink:"/ai/libraries/aws-sagemaker"},next:{title:"Distributed Training",permalink:"/ai/libraries/distributed-training"}},a={},d=[{value:"Pytorch",id:"pytorch",level:2},{value:"Keras",id:"keras",level:2},{value:"TensorFlow",id:"tensorflow",level:2},{value:"Differences",id:"differences",level:2},{value:"1. 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It allows almost unlimited customization and is well adapted to running tensor operations on GPUs (actually, so is TensorFlow)."]}),"\n",(0,s.jsx)(n.h2,{id:"keras",children:(0,s.jsx)(n.a,{href:"/ai/libraries/keras",children:"Keras"})}),"\n",(0,s.jsxs)(n.ul,{children:["\n",(0,s.jsx)(n.li,{children:"High-level neural networks API. Makes coding, training, and deploying neural networks incredibly easy with its scikit-learn style API."}),"\n"]}),"\n",(0,s.jsxs)(n.p,{children:[(0,s.jsx)(n.strong,{children:"Keras"}),"\xa0is built on top of TensorFlow, which makes it a wrapper for deep learning purposes. It is incredibly user-friendly and easy to pick up. A solid asset is its neural network block modularity and the fact that it is written in Python, which makes it easy to debug."]}),"\n",(0,s.jsxs)(n.p,{children:["Keras is a high-level neural networks API, written in Python and capable of running on top of ",(0,s.jsx)(n.a,{href:"https://github.com/tensorflow/tensorflow",children:"TensorFlow"}),", ",(0,s.jsx)(n.a,{href:"https://github.com/Microsoft/cntk",children:"CNTK"}),", or ",(0,s.jsx)(n.a,{href:"https://github.com/Theano/Theano",children:"Theano"}),". It was developed with a focus on enabling fast experimentation.Being able to go from idea to result with the least possible delay is key to doing good research."]}),"\n",(0,s.jsx)(n.p,{children:"Use Keras if you need a deep learning library that:"}),"\n",(0,s.jsxs)(n.ul,{children:["\n",(0,s.jsx)(n.li,{children:"Allows for easy and fast prototyping (through user friendliness, modularity, and extensibility)."}),"\n",(0,s.jsx)(n.li,{children:"Supports both convolutional networks and recurrent networks, as well as combinations of the two."}),"\n",(0,s.jsx)(n.li,{children:"Runs seamlessly on CPU and GPU."}),"\n"]}),"\n",(0,s.jsx)(n.p,{children:(0,s.jsx)(n.a,{href:"https://keras.io",children:"https://keras.io"})}),"\n",(0,s.jsx)(n.h2,{id:"tensorflow",children:(0,s.jsx)(n.a,{href:"/ai/libraries/tensorflow/",children:"TensorFlow"})}),"\n",(0,s.jsx)(n.p,{children:"Open source machine learning library. Often used for neural networks, deep learning, and as a computational backend for Keras."}),"\n",(0,s.jsxs)(n.p,{children:[(0,s.jsx)(n.strong,{children:"TensorFlow"}),"\xa0(TF) is an end-to-end machine learning framework from Google that allows you to perform an extremely wide range of downstream tasks. With\xa0",(0,s.jsx)(n.a,{href:"https://blog.tensorflow.org/2019/09/tensorflow-20-is-now-available.html",children:"TF2.0"}),"\xa0and newer versions, more efficiency and convenience was brought to the game."]}),"\n",(0,s.jsx)(n.h2,{id:"differences",children:"Differences"}),"\n",(0,s.jsxs)(n.ul,{children:["\n",(0,s.jsxs)(n.li,{children:[(0,s.jsx)(n.strong,{children:"Keras"})," is not for beginners, its for rapid deployment and production. And meant to be used by the people who already understand the technology"]}),"\n",(0,s.jsxs)(n.li,{children:[(0,s.jsx)(n.strong,{children:"Pytorch"})," is great for research implementations, but it's very unnecessarily hard to deploy your model into production"]}),"\n",(0,s.jsxs)(n.li,{children:[(0,s.jsx)(n.strong,{children:"Tensorfow"})," is another great framework for deep learning. But is slow and memory hungry"]}),"\n"]}),"\n",(0,s.jsx)(n.h3,{id:"1-pytorch",children:"1. 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For complex models like CNNs, RNNs, or NLP, you need PyTorch or TensorFlow."]}),"\n"]}),"\n",(0,s.jsx)(n.h3,{id:"when-to-choose-which",children:"When to Choose Which?"}),"\n",(0,s.jsxs)(n.ul,{children:["\n",(0,s.jsxs)(n.li,{children:[(0,s.jsx)(n.strong,{children:"Use PyTorch"}),":","\n",(0,s.jsxs)(n.ul,{children:["\n",(0,s.jsx)(n.li,{children:"When you need flexibility for research or custom model architectures."}),"\n",(0,s.jsx)(n.li,{children:"For easier debugging during model development."}),"\n"]}),"\n"]}),"\n",(0,s.jsxs)(n.li,{children:[(0,s.jsx)(n.strong,{children:"Use TensorFlow (with Keras)"}),":","\n",(0,s.jsxs)(n.ul,{children:["\n",(0,s.jsx)(n.li,{children:"For large-scale production projects, mobile, or edge device deployments."}),"\n",(0,s.jsx)(n.li,{children:"When you need a balance between ease of use (Keras) and scalability (TensorFlow)."}),"\n"]}),"\n"]}),"\n",(0,s.jsxs)(n.li,{children:[(0,s.jsx)(n.strong,{children:"Use Keras (Standalone)"}),":","\n",(0,s.jsxs)(n.ul,{children:["\n",(0,s.jsx)(n.li,{children:"For rapid prototyping or simpler deep learning models when you don\u2019t need full TensorFlow capabilities."}),"\n"]}),"\n"]}),"\n",(0,s.jsxs)(n.li,{children:[(0,s.jsx)(n.strong,{children:"Use scikit-learn"}),":","\n",(0,s.jsxs)(n.ul,{children:["\n",(0,s.jsx)(n.li,{children:"For traditional machine learning models and small to medium-sized datasets."}),"\n"]}),"\n"]}),"\n"]}),"\n",(0,s.jsxs)(n.table,{children:[(0,s.jsx)(n.thead,{children:(0,s.jsxs)(n.tr,{children:[(0,s.jsx)(n.th,{children:"Keras"}),(0,s.jsx)(n.th,{children:"Tensorflow"})]})}),(0,s.jsxs)(n.tbody,{children:[(0,s.jsxs)(n.tr,{children:[(0,s.jsx)(n.td,{children:"Easy to code"}),(0,s.jsx)(n.td,{children:"Not so easy to code"})]}),(0,s.jsxs)(n.tr,{children:[(0,s.jsx)(n.td,{children:"Training the model is slow"}),(0,s.jsx)(n.td,{children:"Training the model is fast"})]}),(0,s.jsxs)(n.tr,{children:[(0,s.jsx)(n.td,{children:"Used for rapid prototyping"}),(0,s.jsx)(n.td,{children:"Used for bigger and high level applications"})]}),(0,s.jsxs)(n.tr,{children:[(0,s.jsx)(n.td,{children:"Lesser need to debug"}),(0,s.jsx)(n.td,{children:"Bit difficult to debug"})]}),(0,s.jsxs)(n.tr,{children:[(0,s.jsx)(n.td,{children:"Used for small dataset"}),(0,s.jsx)(n.td,{children:"Used for large dataset"})]}),(0,s.jsxs)(n.tr,{children:[(0,s.jsx)(n.td,{children:"Smaller community support"}),(0,s.jsx)(n.td,{children:"bigger community support"})]})]})]}),"\n",(0,s.jsx)(n.h3,{id:"conclusion",children:"Conclusion"}),"\n",(0,s.jsxs)(n.p,{children:["If you are building a ",(0,s.jsx)(n.strong,{children:"deep learning computer vision model"}),", ",(0,s.jsx)(n.strong,{children:"PyTorch"})," or ",(0,s.jsx)(n.strong,{children:"TensorFlow (Keras)"})," are the primary options. Use ",(0,s.jsx)(n.strong,{children:"PyTorch"})," for flexibility and ease of debugging, and ",(0,s.jsx)(n.strong,{children:"TensorFlow"})," if you need scalability, optimization, and deployment tools."]}),"\n",(0,s.jsxs)(n.p,{children:["For traditional machine learning tasks (e.g., using support vector machines or decision trees), ",(0,s.jsx)(n.strong,{children:"scikit-learn"})," is a better fit."]}),"\n",(0,s.jsx)(n.h2,{id:"apache-mxnet",children:"Apache MXNet"}),"\n",(0,s.jsx)(n.p,{children:"A scalable deep learning framework. Extremely fast and efficient. Capable of scaling across multiple GPUs and multiple machines."}),"\n",(0,s.jsx)(n.p,{children:"Apache MXNet is an open-source deep learning software framework that trains and deploys deep neural networks. It aims to be scalable, allows fast model training, and supports a flexible programming model and multiple programming languages (including C++, Python, Java, Julia, MATLAB, JavaScript, Go, R, Scala, Perl, and Wolfram Language). The MXNet library is portable and can scale to multiple GPUs and machines. It was co-developed by Carlos Guestrin at the University of Washington, along with GraphLab."}),"\n",(0,s.jsxs)(n.p,{children:["As of September 2023, ",(0,s.jsx)(n.strong,{children:"it is no longer actively developed"}),". Apache MXNet was effectively abandoned due to a combination of factors including lack of significant contributions, outdated builds, and a shift in focus by its major backer, Amazon, towards other frameworks like PyTorch. The project saw no new releases for over a year, and there were very few pull requests or updates from contributors, leading to its move to the Apache Attic in 2023. Additionally, the community began migrating to other frameworks that offered more robust support and development activity."]}),"\n",(0,s.jsx)(n.p,{children:(0,s.jsx)(n.a,{href:"https://en.wikipedia.org/wiki/Apache_MXNet",children:"https://en.wikipedia.org/wiki/Apache_MXNet"})}),"\n",(0,s.jsx)(n.h3,{id:"mxnet-model-server",children:"MXNet Model Server"}),"\n",(0,s.jsx)(n.p,{children:"Model Server for Apache MXNet is a tool for serving neural net models for inference"}),"\n",(0,s.jsxs)(n.p,{children:["Model Server for Apache MXNet (MMS) is a flexible and easy to use tool for serving deep learning models exported from ",(0,s.jsx)(n.a,{href:"http://mxnet.io/",children:"MXNet"})," or the Open Neural Network Exchange (",(0,s.jsx)(n.a,{href:"http://onnx.ai/",children:"ONNX"}),")."]}),"\n",(0,s.jsx)(n.p,{children:(0,s.jsx)(n.a,{href:"https://github.com/awslabs/mxnet-model-server",children:"https://github.com/awslabs/mxnet-model-server"})}),"\n",(0,s.jsx)(n.h2,{id:"links",children:"Links"}),"\n",(0,s.jsxs)(n.ul,{children:["\n",(0,s.jsx)(n.li,{children:(0,s.jsx)(n.a,{href:"https://www.kaggle.com/learn-forum/90594",children:"https://www.kaggle.com/learn-forum/90594"})}),"\n",(0,s.jsx)(n.li,{children:(0,s.jsx)(n.a,{href:"https://www.freecodecamp.org/news/deep-learning-frameworks-compared-mxnet-vs-tensorflow-vs-dl4j-vs-pytorch",children:"https://www.freecodecamp.org/news/deep-learning-frameworks-compared-mxnet-vs-tensorflow-vs-dl4j-vs-pytorch"})}),"\n",(0,s.jsx)(n.li,{children:(0,s.jsx)(n.a,{href:"https://wiki.pathmind.com/comparison-frameworks-dl4j-tensorflow-pytorch",children:"https://wiki.pathmind.com/comparison-frameworks-dl4j-tensorflow-pytorch"})}),"\n",(0,s.jsx)(n.li,{children:(0,s.jsx)(n.a,{href:"https://www.netguru.com/blog/top-machine-learning-frameworks-compared",children:"ML Frameworks Compared: Scikit-Learn, Tensorflow, PyTorch and More [Updated]"})}),"\n",(0,s.jsxs)(n.li,{children:["Good - ",(0,s.jsx)(n.a,{href:"https://ritza.co/articles/scikit-learn-vs-tensorflow-vs-pytorch-vs-keras/",children:"Scikit-learn vs. TensorFlow vs. PyTorch vs. Keras - Ritza Articles"})]}),"\n",(0,s.jsx)(n.li,{children:(0,s.jsx)(n.a,{href:"https://towardsdatascience.com/scikit-learn-tensorflow-pytorch-keras-but-where-to-begin-9b499e2547d0",children:"Scikit-learn, TensorFlow, PyTorch, Keras\u2026 but where to begin? | by Ugo Loobuyck | Towards Data Science"})}),"\n",(0,s.jsx)(n.li,{children:(0,s.jsx)(n.a,{href:"https://www.simplilearn.com/keras-vs-tensorflow-vs-pytorch-article",children:"Pytorch Vs Tensorflow Vs Keras: The Differences You Should Know"})}),"\n",(0,s.jsx)(n.li,{children:(0,s.jsx)(n.a,{href:"https://medium.com/@anushanarthu/choosing-your-battle-tensorflow-vs-pytorch-vs-scikit-learn-b46462b1d3bc",children:"Choosing Your Battle: TensorFlow vs. PyTorch vs. Scikit-learn | by Anusha Narthu | Medium"})}),"\n"]})]})}function h(e={}){const{wrapper:n}={...(0,i.a)(),...e.components};return n?(0,s.jsx)(n,{...e,children:(0,s.jsx)(c,{...e})}):c(e)}},511151:(e,n,r)=>{r.d(n,{Z:()=>t,a:()=>l});var s=r(667294);const i={},o=s.createContext(i);function l(e){const n=s.useContext(o);return s.useMemo((function(){return"function"==typeof e?e(n):{...n,...e}}),[n,e])}function t(e){let n;return n=e.disableParentContext?"function"==typeof e.components?e.components(i):e.components||i:l(e.components),s.createElement(o.Provider,{value:n},e.children)}}}]); \ No newline at end of file diff --git a/assets/js/9ea068e3.fe5dc654.js b/assets/js/9ea068e3.fe5dc654.js deleted file mode 100644 index 8ca53319bfa..00000000000 --- a/assets/js/9ea068e3.fe5dc654.js +++ /dev/null @@ -1 +0,0 @@ -"use strict";(self.webpackChunkdeep_notes=self.webpackChunkdeep_notes||[]).push([[7674],{84321:(e,n,r)=>{r.r(n),r.d(n,{assets:()=>a,contentTitle:()=>l,default:()=>h,frontMatter:()=>o,metadata:()=>t,toc:()=>d});var s=r(785893),i=r(511151);const o={},l="Deep Learning Frameworks",t={id:"ai/libraries/deep-learning-frameworks",title:"Deep Learning Frameworks",description:"Apache MXNet",source:"@site/docs/ai/libraries/deep-learning-frameworks.md",sourceDirName:"ai/libraries",slug:"/ai/libraries/deep-learning-frameworks",permalink:"/ai/libraries/deep-learning-frameworks",draft:!1,unlisted:!1,editUrl:"https://github.com/deepaksood619/deepaksood619.github.io/tree/master/docs/ai/libraries/deep-learning-frameworks.md",tags:[],version:"current",lastUpdatedAt:1726756705,formattedLastUpdatedAt:"Sep 19, 2024",frontMatter:{},sidebar:"tutorialSidebar",previous:{title:"AWS Sagemaker",permalink:"/ai/libraries/aws-sagemaker"},next:{title:"Distributed Training",permalink:"/ai/libraries/distributed-training"}},a={},d=[{value:"Apache MXNet",id:"apache-mxnet",level:2},{value:"MXNet Model Server",id:"mxnet-model-server",level:3},{value:"Pytorch",id:"pytorch",level:2},{value:"Keras",id:"keras",level:2},{value:"TensorFlow",id:"tensorflow",level:2},{value:"Differences",id:"differences",level:2},{value:"1. 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Extremely fast and efficient. Capable of scaling across multiple GPUs and multiple machines."}),"\n",(0,s.jsx)(n.p,{children:"Apache MXNet is an open-source deep learning software framework that trains and deploys deep neural networks. It aims to be scalable, allows fast model training, and supports a flexible programming model and multiple programming languages (including C++, Python, Java, Julia, MATLAB, JavaScript, Go, R, Scala, Perl, and Wolfram Language). The MXNet library is portable and can scale to multiple GPUs and machines. It was co-developed by Carlos Guestrin at the University of Washington, along with GraphLab."}),"\n",(0,s.jsxs)(n.p,{children:["As of September 2023, ",(0,s.jsx)(n.strong,{children:"it is no longer actively developed"}),". Apache MXNet was effectively abandoned due to a combination of factors including lack of significant contributions, outdated builds, and a shift in focus by its major backer, Amazon, towards other frameworks like PyTorch. The project saw no new releases for over a year, and there were very few pull requests or updates from contributors, leading to its move to the Apache Attic in 2023. Additionally, the community began migrating to other frameworks that offered more robust support and development activity."]}),"\n",(0,s.jsx)(n.p,{children:(0,s.jsx)(n.a,{href:"https://en.wikipedia.org/wiki/Apache_MXNet",children:"https://en.wikipedia.org/wiki/Apache_MXNet"})}),"\n",(0,s.jsx)(n.h3,{id:"mxnet-model-server",children:"MXNet Model Server"}),"\n",(0,s.jsx)(n.p,{children:"Model Server for Apache MXNet is a tool for serving neural net models for inference"}),"\n",(0,s.jsxs)(n.p,{children:["Model Server for Apache MXNet (MMS) is a flexible and easy to use tool for serving deep learning models exported from ",(0,s.jsx)(n.a,{href:"http://mxnet.io/",children:"MXNet"})," or the Open Neural Network Exchange (",(0,s.jsx)(n.a,{href:"http://onnx.ai/",children:"ONNX"}),")."]}),"\n",(0,s.jsx)(n.p,{children:(0,s.jsx)(n.a,{href:"https://github.com/awslabs/mxnet-model-server",children:"https://github.com/awslabs/mxnet-model-server"})}),"\n",(0,s.jsx)(n.h2,{id:"pytorch",children:"Pytorch"}),"\n",(0,s.jsx)(n.p,{children:"PyTorch ( Tensors and Dynamic neural networks in Python with strong GPU acceleration)"}),"\n",(0,s.jsxs)(n.p,{children:[(0,s.jsx)(n.strong,{children:"PyTorch"}),"\xa0is TensorFlow\u2019s direct competitor developed by Facebook, and is widely used in research projects. It allows almost unlimited customization and is well adapted to running tensor operations on GPUs (actually, so is TensorFlow)."]}),"\n",(0,s.jsx)(n.h2,{id:"keras",children:(0,s.jsx)(n.a,{href:"/ai/libraries/keras",children:"Keras"})}),"\n",(0,s.jsxs)(n.ul,{children:["\n",(0,s.jsx)(n.li,{children:"High-level neural networks API. Makes coding, training, and deploying neural networks incredibly easy with its scikit-learn style API."}),"\n"]}),"\n",(0,s.jsxs)(n.p,{children:[(0,s.jsx)(n.strong,{children:"Keras"}),"\xa0is built on top of TensorFlow, which makes it a wrapper for deep learning purposes. It is incredibly user-friendly and easy to pick up. A solid asset is its neural network block modularity and the fact that it is written in Python, which makes it easy to debug."]}),"\n",(0,s.jsxs)(n.p,{children:["Keras is a high-level neural networks API, written in Python and capable of running on top of ",(0,s.jsx)(n.a,{href:"https://github.com/tensorflow/tensorflow",children:"TensorFlow"}),", ",(0,s.jsx)(n.a,{href:"https://github.com/Microsoft/cntk",children:"CNTK"}),", or ",(0,s.jsx)(n.a,{href:"https://github.com/Theano/Theano",children:"Theano"}),". It was developed with a focus on enabling fast experimentation.Being able to go from idea to result with the least possible delay is key to doing good research."]}),"\n",(0,s.jsx)(n.p,{children:"Use Keras if you need a deep learning library that:"}),"\n",(0,s.jsxs)(n.ul,{children:["\n",(0,s.jsx)(n.li,{children:"Allows for easy and fast prototyping (through user friendliness, modularity, and extensibility)."}),"\n",(0,s.jsx)(n.li,{children:"Supports both convolutional networks and recurrent networks, as well as combinations of the two."}),"\n",(0,s.jsx)(n.li,{children:"Runs seamlessly on CPU and GPU."}),"\n"]}),"\n",(0,s.jsx)(n.p,{children:(0,s.jsx)(n.a,{href:"https://keras.io",children:"https://keras.io"})}),"\n",(0,s.jsx)(n.h2,{id:"tensorflow",children:(0,s.jsx)(n.a,{href:"/ai/libraries/tensorflow/",children:"TensorFlow"})}),"\n",(0,s.jsx)(n.p,{children:"Open source machine learning library. Often used for neural networks, deep learning, and as a computational backend for Keras."}),"\n",(0,s.jsxs)(n.p,{children:[(0,s.jsx)(n.strong,{children:"TensorFlow"}),"\xa0(TF) is an end-to-end machine learning framework from Google that allows you to perform an extremely wide range of downstream tasks. With\xa0",(0,s.jsx)(n.a,{href:"https://blog.tensorflow.org/2019/09/tensorflow-20-is-now-available.html",children:"TF2.0"}),"\xa0and newer versions, more efficiency and convenience was brought to the game."]}),"\n",(0,s.jsx)(n.h2,{id:"differences",children:"Differences"}),"\n",(0,s.jsxs)(n.ul,{children:["\n",(0,s.jsxs)(n.li,{children:[(0,s.jsx)(n.strong,{children:"Keras"})," is not for beginners, its for rapid deployment and production. And meant to be used by the people who already understand the technology"]}),"\n",(0,s.jsxs)(n.li,{children:[(0,s.jsx)(n.strong,{children:"Pytorch"})," is great for research implementations, but it's very unnecessarily hard to deploy your model into production"]}),"\n",(0,s.jsxs)(n.li,{children:[(0,s.jsx)(n.strong,{children:"Tensorfow"})," is another great framework for deep learning. But is slow and memory hungry"]}),"\n",(0,s.jsx)(n.li,{children:"After using Pytorch/Keras/Tensorflow 2.0, I finally decided that MXNet would be my frameworks of choice for Deep Learning."}),"\n"]}),"\n",(0,s.jsx)(n.h3,{id:"1-pytorch",children:"1. PyTorch"}),"\n",(0,s.jsx)(n.h4,{id:"best-for",children:"Best For"}),"\n",(0,s.jsxs)(n.ul,{children:["\n",(0,s.jsx)(n.li,{children:"Research and quick prototyping"}),"\n",(0,s.jsx)(n.li,{children:"Complex custom architectures"}),"\n"]}),"\n",(0,s.jsx)(n.h4,{id:"pros",children:"Pros"}),"\n",(0,s.jsxs)(n.ul,{children:["\n",(0,s.jsxs)(n.li,{children:[(0,s.jsx)(n.strong,{children:"Dynamic Computational Graphs"}),": PyTorch uses dynamic graphs (define-by-run), which makes it more intuitive for building models where the architecture changes during runtime."]}),"\n",(0,s.jsxs)(n.li,{children:[(0,s.jsx)(n.strong,{children:"Ease of Debugging"}),": With dynamic graphs, debugging is easier since you can use standard Python debugging tools."]}),"\n",(0,s.jsxs)(n.li,{children:[(0,s.jsx)(n.strong,{children:"Strong Community Support in Research"}),": PyTorch is widely used in academia, making it suitable if you're implementing cutting-edge research or need flexibility in modifying architectures."]}),"\n",(0,s.jsxs)(n.li,{children:[(0,s.jsx)(n.strong,{children:"Good for Custom Architectures"}),": If you plan to build non-standard architectures, PyTorch\u2019s flexibility makes it a good choice."]}),"\n"]}),"\n",(0,s.jsx)(n.h4,{id:"cons",children:"Cons"}),"\n",(0,s.jsxs)(n.ul,{children:["\n",(0,s.jsxs)(n.li,{children:[(0,s.jsx)(n.strong,{children:"Deployment"}),": PyTorch has fewer deployment tools compared to TensorFlow (though ",(0,s.jsx)(n.strong,{children:"TorchServe"})," has been improving this)."]}),"\n"]}),"\n",(0,s.jsx)(n.h3,{id:"2-tensorflow-including-keras",children:"2. TensorFlow (Including Keras)"}),"\n",(0,s.jsx)(n.h4,{id:"best-for-1",children:"Best For"}),"\n",(0,s.jsxs)(n.ul,{children:["\n",(0,s.jsx)(n.li,{children:"Production models, large-scale training, and deployment"}),"\n",(0,s.jsx)(n.li,{children:"Projects requiring extensive model optimization and deployment on mobile devices or cloud services"}),"\n"]}),"\n",(0,s.jsx)(n.h4,{id:"pros-1",children:"Pros"}),"\n",(0,s.jsxs)(n.ul,{children:["\n",(0,s.jsxs)(n.li,{children:[(0,s.jsx)(n.strong,{children:"Scalability"}),": TensorFlow is well-suited for both small and large projects due to its ability to handle complex tasks at scale."]}),"\n",(0,s.jsxs)(n.li,{children:[(0,s.jsx)(n.strong,{children:"Production-Ready"}),": TensorFlow has great support for production deployments, with tools like ",(0,s.jsx)(n.strong,{children:"TensorFlow Serving"})," and ",(0,s.jsx)(n.strong,{children:"TensorFlow Lite"})," for mobile and embedded devices."]}),"\n",(0,s.jsxs)(n.li,{children:[(0,s.jsx)(n.strong,{children:"Keras Integration"}),": Keras, now a part of TensorFlow, offers a high-level API that\u2019s easier to use for beginners or for rapid prototyping."]}),"\n",(0,s.jsxs)(n.li,{children:[(0,s.jsx)(n.strong,{children:"Optimization"}),": TensorFlow includes powerful optimization features like ",(0,s.jsx)(n.strong,{children:"XLA compiler"})," and ",(0,s.jsx)(n.strong,{children:"TPU support"})," for faster training on large models."]}),"\n"]}),"\n",(0,s.jsx)(n.h4,{id:"cons-1",children:"Cons"}),"\n",(0,s.jsxs)(n.ul,{children:["\n",(0,s.jsxs)(n.li,{children:[(0,s.jsx)(n.strong,{children:"Steeper Learning Curve"}),": TensorFlow, particularly the low-level API, can be complex and harder to debug compared to PyTorch."]}),"\n",(0,s.jsxs)(n.li,{children:[(0,s.jsx)(n.strong,{children:"Static Graphs"}),": Older versions of TensorFlow use static graphs, making it harder to work with dynamic architectures (although ",(0,s.jsx)(n.strong,{children:"eager execution"})," in TensorFlow 2.x has addressed this to some extent)."]}),"\n"]}),"\n",(0,s.jsx)(n.h3,{id:"3-keras-standalone-or-integrated-into-tensorflow",children:"3. Keras (Standalone or Integrated into TensorFlow)"}),"\n",(0,s.jsx)(n.h4,{id:"best-for-2",children:"Best For"}),"\n",(0,s.jsxs)(n.ul,{children:["\n",(0,s.jsx)(n.li,{children:"Beginners or rapid prototyping"}),"\n",(0,s.jsx)(n.li,{children:"Simple to moderately complex neural networks"}),"\n"]}),"\n",(0,s.jsx)(n.h4,{id:"pros-2",children:"Pros"}),"\n",(0,s.jsxs)(n.ul,{children:["\n",(0,s.jsxs)(n.li,{children:[(0,s.jsx)(n.strong,{children:"Simplicity"}),": Keras is designed to be easy to use and offers a high-level API, making it accessible to beginners. It allows for rapid prototyping without worrying about the underlying complexity."]}),"\n",(0,s.jsxs)(n.li,{children:[(0,s.jsx)(n.strong,{children:"Integration with TensorFlow"}),": Since it\u2019s integrated with TensorFlow, you get the benefits of TensorFlow\u2019s scalability and optimization while keeping the simplicity of Keras."]}),"\n",(0,s.jsxs)(n.li,{children:[(0,s.jsx)(n.strong,{children:"Pre-trained Models"}),": Keras provides easy access to many pre-trained models like ResNet, Inception, MobileNet, which are useful for transfer learning."]}),"\n"]}),"\n",(0,s.jsx)(n.h4,{id:"cons-2",children:"Cons"}),"\n",(0,s.jsxs)(n.ul,{children:["\n",(0,s.jsxs)(n.li,{children:[(0,s.jsx)(n.strong,{children:"Limited Flexibility for Custom Architectures"}),": Keras is not as flexible as PyTorch or TensorFlow low-level API if you need complex, non-standard layers or architectures."]}),"\n"]}),"\n",(0,s.jsx)(n.h3,{id:"4-scikit-learn",children:"4. scikit-learn"}),"\n",(0,s.jsx)(n.h4,{id:"best-for-3",children:"Best For"}),"\n",(0,s.jsxs)(n.ul,{children:["\n",(0,s.jsx)(n.li,{children:"Traditional machine learning algorithms (e.g., decision trees, SVMs)"}),"\n",(0,s.jsx)(n.li,{children:"Small to medium datasets and simpler models"}),"\n"]}),"\n",(0,s.jsx)(n.h4,{id:"pros-3",children:"Pros"}),"\n",(0,s.jsxs)(n.ul,{children:["\n",(0,s.jsxs)(n.li,{children:[(0,s.jsx)(n.strong,{children:"Best for Classical ML Models"}),": scikit-learn is the go-to library for traditional machine learning tasks like regression, classification, clustering, etc. It\u2019s efficient for models that don\u2019t require deep learning."]}),"\n",(0,s.jsxs)(n.li,{children:[(0,s.jsx)(n.strong,{children:"Easy to Use"}),": The API is clean and simple, with many built-in functions for preprocessing, model selection, and evaluation."]}),"\n",(0,s.jsxs)(n.li,{children:[(0,s.jsx)(n.strong,{children:"Good for Prototyping"}),": scikit-learn is excellent for quickly experimenting with traditional machine learning models."]}),"\n"]}),"\n",(0,s.jsx)(n.h4,{id:"cons-3",children:"Cons"}),"\n",(0,s.jsxs)(n.ul,{children:["\n",(0,s.jsxs)(n.li,{children:[(0,s.jsx)(n.strong,{children:"Not for Deep Learning"}),": scikit-learn is not designed for deep learning or handling large datasets. For complex models like CNNs, RNNs, or NLP, you need PyTorch or TensorFlow."]}),"\n"]}),"\n",(0,s.jsx)(n.h3,{id:"when-to-choose-which",children:"When to Choose Which?"}),"\n",(0,s.jsxs)(n.ul,{children:["\n",(0,s.jsxs)(n.li,{children:[(0,s.jsx)(n.strong,{children:"Use PyTorch"}),":","\n",(0,s.jsxs)(n.ul,{children:["\n",(0,s.jsx)(n.li,{children:"When you need flexibility for research or custom model architectures."}),"\n",(0,s.jsx)(n.li,{children:"For easier debugging during model development."}),"\n"]}),"\n"]}),"\n",(0,s.jsxs)(n.li,{children:[(0,s.jsx)(n.strong,{children:"Use TensorFlow (with Keras)"}),":","\n",(0,s.jsxs)(n.ul,{children:["\n",(0,s.jsx)(n.li,{children:"For large-scale production projects, mobile, or edge device deployments."}),"\n",(0,s.jsx)(n.li,{children:"When you need a balance between ease of use (Keras) and scalability (TensorFlow)."}),"\n"]}),"\n"]}),"\n",(0,s.jsxs)(n.li,{children:[(0,s.jsx)(n.strong,{children:"Use Keras (Standalone)"}),":","\n",(0,s.jsxs)(n.ul,{children:["\n",(0,s.jsx)(n.li,{children:"For rapid prototyping or simpler deep learning models when you don\u2019t need full TensorFlow capabilities."}),"\n"]}),"\n"]}),"\n",(0,s.jsxs)(n.li,{children:[(0,s.jsx)(n.strong,{children:"Use scikit-learn"}),":","\n",(0,s.jsxs)(n.ul,{children:["\n",(0,s.jsx)(n.li,{children:"For traditional machine learning models and small to medium-sized datasets."}),"\n"]}),"\n"]}),"\n"]}),"\n",(0,s.jsxs)(n.table,{children:[(0,s.jsx)(n.thead,{children:(0,s.jsxs)(n.tr,{children:[(0,s.jsx)(n.th,{children:"Keras"}),(0,s.jsx)(n.th,{children:"Tensorflow"})]})}),(0,s.jsxs)(n.tbody,{children:[(0,s.jsxs)(n.tr,{children:[(0,s.jsx)(n.td,{children:"Easy to code"}),(0,s.jsx)(n.td,{children:"Not so easy to code"})]}),(0,s.jsxs)(n.tr,{children:[(0,s.jsx)(n.td,{children:"Training the model is slow"}),(0,s.jsx)(n.td,{children:"Training the model is fast"})]}),(0,s.jsxs)(n.tr,{children:[(0,s.jsx)(n.td,{children:"Used for rapid prototyping"}),(0,s.jsx)(n.td,{children:"Used for bigger and high level applications"})]}),(0,s.jsxs)(n.tr,{children:[(0,s.jsx)(n.td,{children:"Lesser need to debug"}),(0,s.jsx)(n.td,{children:"Bit difficult to debug"})]}),(0,s.jsxs)(n.tr,{children:[(0,s.jsx)(n.td,{children:"Used for small dataset"}),(0,s.jsx)(n.td,{children:"Used for large dataset"})]}),(0,s.jsxs)(n.tr,{children:[(0,s.jsx)(n.td,{children:"Smaller community support"}),(0,s.jsx)(n.td,{children:"bigger community support"})]})]})]}),"\n",(0,s.jsx)(n.h3,{id:"conclusion",children:"Conclusion"}),"\n",(0,s.jsxs)(n.p,{children:["If you are building a ",(0,s.jsx)(n.strong,{children:"deep learning computer vision model"}),", ",(0,s.jsx)(n.strong,{children:"PyTorch"})," or ",(0,s.jsx)(n.strong,{children:"TensorFlow (Keras)"})," are the primary options. Use ",(0,s.jsx)(n.strong,{children:"PyTorch"})," for flexibility and ease of debugging, and ",(0,s.jsx)(n.strong,{children:"TensorFlow"})," if you need scalability, optimization, and deployment tools."]}),"\n",(0,s.jsxs)(n.p,{children:["For traditional machine learning tasks (e.g., using support vector machines or decision trees), ",(0,s.jsx)(n.strong,{children:"scikit-learn"})," is a better fit."]}),"\n",(0,s.jsx)(n.h2,{id:"links",children:"Links"}),"\n",(0,s.jsxs)(n.ul,{children:["\n",(0,s.jsx)(n.li,{children:(0,s.jsx)(n.a,{href:"https://www.kaggle.com/learn-forum/90594",children:"https://www.kaggle.com/learn-forum/90594"})}),"\n",(0,s.jsx)(n.li,{children:(0,s.jsx)(n.a,{href:"https://www.freecodecamp.org/news/deep-learning-frameworks-compared-mxnet-vs-tensorflow-vs-dl4j-vs-pytorch",children:"https://www.freecodecamp.org/news/deep-learning-frameworks-compared-mxnet-vs-tensorflow-vs-dl4j-vs-pytorch"})}),"\n",(0,s.jsx)(n.li,{children:(0,s.jsx)(n.a,{href:"https://wiki.pathmind.com/comparison-frameworks-dl4j-tensorflow-pytorch",children:"https://wiki.pathmind.com/comparison-frameworks-dl4j-tensorflow-pytorch"})}),"\n",(0,s.jsx)(n.li,{children:(0,s.jsx)(n.a,{href:"https://www.netguru.com/blog/top-machine-learning-frameworks-compared",children:"ML Frameworks Compared: Scikit-Learn, Tensorflow, PyTorch and More [Updated]"})}),"\n",(0,s.jsxs)(n.li,{children:["Good - ",(0,s.jsx)(n.a,{href:"https://ritza.co/articles/scikit-learn-vs-tensorflow-vs-pytorch-vs-keras/",children:"Scikit-learn vs. TensorFlow vs. PyTorch vs. Keras - Ritza Articles"})]}),"\n",(0,s.jsx)(n.li,{children:(0,s.jsx)(n.a,{href:"https://towardsdatascience.com/scikit-learn-tensorflow-pytorch-keras-but-where-to-begin-9b499e2547d0",children:"Scikit-learn, TensorFlow, PyTorch, Keras\u2026 but where to begin? | by Ugo Loobuyck | Towards Data Science"})}),"\n",(0,s.jsx)(n.li,{children:(0,s.jsx)(n.a,{href:"https://www.simplilearn.com/keras-vs-tensorflow-vs-pytorch-article",children:"Pytorch Vs Tensorflow Vs Keras: The Differences You Should Know"})}),"\n",(0,s.jsx)(n.li,{children:(0,s.jsx)(n.a,{href:"https://medium.com/@anushanarthu/choosing-your-battle-tensorflow-vs-pytorch-vs-scikit-learn-b46462b1d3bc",children:"Choosing Your Battle: TensorFlow vs. PyTorch vs. Scikit-learn | by Anusha Narthu | Medium"})}),"\n"]})]})}function h(e={}){const{wrapper:n}={...(0,i.a)(),...e.components};return n?(0,s.jsx)(n,{...e,children:(0,s.jsx)(c,{...e})}):c(e)}},511151:(e,n,r)=>{r.d(n,{Z:()=>t,a:()=>l});var s=r(667294);const i={},o=s.createContext(i);function l(e){const n=s.useContext(o);return s.useMemo((function(){return"function"==typeof e?e(n):{...n,...e}}),[n,e])}function t(e){let n;return n=e.disableParentContext?"function"==typeof e.components?e.components(i):e.components||i:l(e.components),s.createElement(o.Provider,{value:n},e.children)}}}]); \ No newline at end of file diff --git a/assets/js/9f781f75.085e4b7c.js b/assets/js/9f781f75.085e4b7c.js deleted file mode 100644 index 638bc13e7a4..00000000000 --- a/assets/js/9f781f75.085e4b7c.js +++ /dev/null @@ -1 +0,0 @@ -"use strict";(self.webpackChunkdeep_notes=self.webpackChunkdeep_notes||[]).push([[98526],{952623:(e,n,s)=>{s.r(n),s.d(n,{assets:()=>l,contentTitle:()=>a,default:()=>h,frontMatter:()=>t,metadata:()=>o,toc:()=>d});var i=s(785893),r=s(511151);const t={},a="System Design - Uber Lyft ride sharing services",o={id:"computer-science/interview-question/system-design-uber-lyft-ride-sharing-services",title:"System Design - Uber Lyft ride sharing services",description:"System Design: Uber Lyft ride sharing services - Interview question",source:"@site/docs/computer-science/interview-question/system-design-uber-lyft-ride-sharing-services.md",sourceDirName:"computer-science/interview-question",slug:"/computer-science/interview-question/system-design-uber-lyft-ride-sharing-services",permalink:"/computer-science/interview-question/system-design-uber-lyft-ride-sharing-services",draft:!1,unlisted:!1,editUrl:"https://github.com/deepaksood619/deepaksood619.github.io/tree/master/docs/computer-science/interview-question/system-design-uber-lyft-ride-sharing-services.md",tags:[],version:"current",lastUpdatedAt:1700454012,formattedLastUpdatedAt:"Nov 20, 2023",frontMatter:{},sidebar:"tutorialSidebar",previous:{title:"System Design - Twitter",permalink:"/computer-science/interview-question/system-design-twitter"},next:{title:"System Design of YouTube",permalink:"/computer-science/interview-question/system-design-youtube"}},l={},d=[{value:"Core Features",id:"core-features",level:2},{value:"Storage",id:"storage",level:2},{value:"Logging (logging layer)",id:"logging-logging-layer",level:2},{value:"SOA (Service Oriented Architecture)",id:"soa-service-oriented-architecture",level:2},{value:"Provisioning (Getting apps into machines)",id:"provisioning-getting-apps-into-machines",level:2},{value:"Teraform is used to provision systems",id:"teraform-is-used-to-provision-systems",level:2},{value:"Containers (Shielded runtime environments) - Docker",id:"containers-shielded-runtime-environments---docker",level:2},{value:"Apache Mesos (distributed systems kernel, manage distributed computer clusters) - manages collaboration and interfaces between services in distributed systems",id:"apache-mesos-distributed-systems-kernel-manage-distributed-computer-clusters---manages-collaboration-and-interfaces-between-services-in-distributed-systems",level:2},{value:"Network Routing (Route requests to backend) - needs to know state of each application",id:"network-routing-route-requests-to-backend---needs-to-know-state-of-each-application",level:2},{value:"Stateless - there is no state for each communication, therefore if one request is to one server, then another request can be routed to any other server",id:"stateless---there-is-no-state-for-each-communication-therefore-if-one-request-is-to-one-server-then-another-request-can-be-routed-to-any-other-server",level:2},{value:"Testing",id:"testing",level:2},{value:"Uber - Hailstorm - goes to a random set of services or hosts and turns them down",id:"uber---hailstorm---goes-to-a-random-set-of-services-or-hosts-and-turns-them-down",level:2},{value:"Uber",id:"uber",level:2},{value:"Summary",id:"summary",level:3},{value:"Mapping",id:"mapping",level:2}];function c(e){const n={a:"a",h1:"h1",h2:"h2",h3:"h3",img:"img",li:"li",ol:"ol",p:"p",strong:"strong",ul:"ul",...(0,r.a)(),...e.components};return(0,i.jsxs)(i.Fragment,{children:[(0,i.jsx)(n.h1,{id:"system-design---uber-lyft-ride-sharing-services",children:"System Design - Uber Lyft ride sharing services"}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.a,{href:"https://www.youtube.com/watch?v=J3DY3Te3A_A",children:"System Design: Uber Lyft ride sharing services - Interview question"})}),"\n",(0,i.jsx)(n.h2,{id:"core-features",children:"Core Features"}),"\n",(0,i.jsxs)(n.ol,{children:["\n",(0,i.jsxs)(n.li,{children:["\n",(0,i.jsx)(n.p,{children:"Customer - Driver matching"}),"\n"]}),"\n",(0,i.jsxs)(n.li,{children:["\n",(0,i.jsx)(n.p,{children:"Mapping\nBottom up (What do we need to store?)"}),"\n"]}),"\n"]}),"\n",(0,i.jsx)(n.h2,{id:"storage",children:"Storage"}),"\n",(0,i.jsxs)(n.ol,{children:["\n",(0,i.jsx)(n.li,{children:"Trip Storage (needed immediately)"}),"\n",(0,i.jsx)(n.li,{children:"Analytics data - Cloud providers"}),"\n"]}),"\n",(0,i.jsxs)(n.ul,{children:["\n",(0,i.jsx)(n.li,{children:"In house storage- Close data center"}),"\n",(0,i.jsx)(n.li,{children:"Backup data center"}),"\n"]}),"\n",(0,i.jsx)(n.p,{children:"When close data center is down, data can be fetched from backup data center. Providing high availability, Low latency\nUber uses mix of sql and nosql databases, fork of mysql which operates schemaless"}),"\n",(0,i.jsx)(n.p,{children:"Also use cassandra for low latency\nperodically store data on data-warehouses, where they can run big expensive queries to find out trends in their services."}),"\n",(0,i.jsxs)(n.ul,{children:["\n",(0,i.jsx)(n.li,{children:"Where people are using uber"}),"\n",(0,i.jsx)(n.li,{children:"Where drivers are not enough drivers"}),"\n",(0,i.jsx)(n.li,{children:"trends regarding time and day"}),"\n"]}),"\n",(0,i.jsx)(n.p,{children:"Uber uses Hadoop as a Data Warehouse (for business analytics)"}),"\n",(0,i.jsx)(n.p,{children:"Whenever we have a service that needs to be highly available and serves million of customers, we need to think about some sort of caching layer, layer where data can be stored closer to the customers and probably in some sort of in-memory database, which is much faster than storing data on speeding disks."}),"\n",(0,i.jsx)(n.p,{children:"Can be closer to customers, We can prewarm them before the customer queries it."}),"\n",(0,i.jsx)(n.p,{children:"Position of driver, or live data is not feasible to store in cache, so it can be saved in an in-memory database like redis and then sent to customer."}),"\n",(0,i.jsx)(n.p,{children:"Cache - map data, event data"}),"\n",(0,i.jsx)(n.h2,{id:"logging-logging-layer",children:"Logging (logging layer)"}),"\n",(0,i.jsx)(n.p,{children:"Legal perspective"}),"\n",(0,i.jsx)(n.p,{children:"As real time as possible"}),"\n",(0,i.jsx)(n.p,{children:"Endpoints - driver app, customer app"}),"\n",(0,i.jsx)(n.p,{children:"Kafka (ingest logging message), it is a service that can ingest a lot of messages in real time. (guarantee that it's not lost). Lot of servers in cluster and synchronize with each other."}),"\n",(0,i.jsx)(n.p,{children:"Periodically dumps data to Data Warehouse (Hadoop)"}),"\n",(0,i.jsx)(n.h2,{id:"soa-service-oriented-architecture",children:"SOA (Service Oriented Architecture)"}),"\n",(0,i.jsx)(n.p,{children:"There are a lot of small machines distributed so one if goes down doesn't effect others. 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Extensive use of Java Design Patterns along with frameworks like spring and bootstrap were used."}),"\n",(0,n.jsx)(i.p,{children:(0,n.jsx)(i.a,{href:"https://github.com/deepak15013/OOPD_Project",children:"https://github.com/deepak15013/OOPD_Project"})}),"\n",(0,n.jsx)(i.h3,{id:"popmov-mar16",children:"PopMov (Mar'16)"}),"\n",(0,n.jsx)(i.p,{children:"An android application that fetches data from TheMovieDB api and show data to users using grid layout in cardview, optimized for tablet view using fragments in master-detail flow. Users can sort movies using different filters. Watch trailer, see detailed information, trailers and reviews of the selected movie. Information can be saved offline in favourites by the user. 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Guide: Dr. Apala Guha, (Sep'15 - Dec'15) Team Size- 2"}),"\n",(0,n.jsx)(i.p,{children:"In compiler course, we implemented a basic c compiler generating tokens, lexemes, AST, and finally generating assembly code for x86 architecture."}),"\n",(0,n.jsx)(i.h3,{id:"family-tracking-mobile-application-guide-dr-vinayak-naik-nov15---dec15-team-size-4",children:"Family Tracking Mobile Application. Guide: Dr. Vinayak Naik, (Nov'15 - Dec'15) Team Size-4"}),"\n",(0,n.jsx)(i.p,{children:"As part of our project in Mobile Computing, we made an android app for tracking friends and families in real time on google map. My role in the project was to implement the GUI and Authentication by Google and Facebook using their API's."}),"\n",(0,n.jsx)(i.h3,{id:"automatic-license-plate-detection-guide-ms-rashi-bais-apr15--june15-team-size-3",children:"Automatic License Plate Detection. Guide: Ms. Rashi Bais, (Apr'15- June'15) Team Size-3"}),"\n",(0,n.jsx)(i.p,{children:"As part of Major Project, our group used image processing toolbox of Matlab to find the license plate from a given car image and used OCR to extract numbers from license plate and display it."}),"\n",(0,n.jsx)(i.p,{children:"Tool used - Matlab"}),"\n",(0,n.jsx)(i.h3,{id:"online-voting-system-guide-ms-rashi-bais-apr14---may14-team-size-3",children:"Online Voting System. Guide: Ms. Rashi Bais, (Apr'14 - May'14) Team Size-3"}),"\n",(0,n.jsx)(i.p,{children:"As part of Minor Project, our group made an online portal for voting where users can vote from anywhere in the world, results can also be generated instantly."}),"\n",(0,n.jsx)(i.p,{children:"Stack - .NET framework, SQL Database"}),"\n",(0,n.jsx)(i.h3,{id:"image-processing-contest-2014",children:"Image Processing Contest (2014)"}),"\n",(0,n.jsx)(i.p,{children:"Indian Institue of Science image processing contest, in which we have to use Machine learning classification problem, to Classify objects such as building, cars, shoes and people in to their own category with a learning set of 2000+ photos and a actual set of 500 photos - 2014."})]})}function h(e={}){const{wrapper:i}={...(0,s.a)(),...e.components};return i?(0,n.jsx)(i,{...e,children:(0,n.jsx)(c,{...e})}):c(e)}},511151:(e,i,a)=>{a.d(i,{Z:()=>o,a:()=>r});var n=a(667294);const s={},t=n.createContext(s);function r(e){const i=n.useContext(t);return n.useMemo((function(){return"function"==typeof e?e(i):{...i,...e}}),[i,e])}function o(e){let i;return i=e.disableParentContext?"function"==typeof e.components?e.components(s):e.components||s:r(e.components),n.createElement(t.Provider,{value:i},e.children)}}}]); \ No newline at end of file diff --git a/assets/js/a63bec92.59f7b009.js b/assets/js/a63bec92.59f7b009.js new file mode 100644 index 00000000000..8d067b23acf --- /dev/null +++ b/assets/js/a63bec92.59f7b009.js @@ -0,0 +1 @@ +"use strict";(self.webpackChunkdeep_notes=self.webpackChunkdeep_notes||[]).push([[5263],{32254:(e,i,n)=>{n.r(i),n.d(i,{assets:()=>l,contentTitle:()=>o,default:()=>c,frontMatter:()=>t,metadata:()=>a,toc:()=>h});var s=n(785893),r=n(511151);const t={},o="Business Rules Engine (BRE) / Decision Rule Engine",a={id:"cloud/others/business-rule-engine",title:"Business Rules Engine (BRE) / Decision Rule Engine",description:"https://martinfowler.com/bliki/RulesEngine.html - Avoid building rule engine",source:"@site/docs/cloud/others/business-rule-engine.md",sourceDirName:"cloud/others",slug:"/cloud/others/business-rule-engine",permalink:"/cloud/others/business-rule-engine",draft:!1,unlisted:!1,editUrl:"https://github.com/deepaksood619/deepaksood619.github.io/tree/master/docs/cloud/others/business-rule-engine.md",tags:[],version:"current",lastUpdatedAt:1719081324,formattedLastUpdatedAt:"Jun 22, 2024",frontMatter:{},sidebar:"tutorialSidebar",previous:{title:"Services",permalink:"/cloud/others/azure/services"},next:{title:"Cache Invalidation",permalink:"/cloud/others/cdn-cache-invalidation"}},l={},h=[{value:"Design Strategies",id:"design-strategies",level:2},{value:"Types of Rule Engines",id:"types-of-rule-engines",level:2},{value:"Tools",id:"tools",level:2},{value:"Drools",id:"drools",level:2},{value:"Workflow",id:"workflow",level:2},{value:"Forward Chaining",id:"forward-chaining",level:2},{value:"Backward Chaining",id:"backward-chaining",level:2},{value:"Rules Engine",id:"rules-engine",level:2},{value:"Rule",id:"rule",level:3},{value:"Trigger",id:"trigger",level:3},{value:"Condition",id:"condition",level:3},{value:"Effect",id:"effect",level:2},{value:"Engine",id:"engine",level:3},{value:"Libraries",id:"libraries",level:2}];function d(e){const i={a:"a",h1:"h1",h2:"h2",h3:"h3",li:"li",ol:"ol",p:"p",strong:"strong",ul:"ul",...(0,r.a)(),...e.components};return(0,s.jsxs)(s.Fragment,{children:[(0,s.jsx)(i.h1,{id:"business-rules-engine-bre--decision-rule-engine",children:"Business Rules Engine (BRE) / Decision Rule Engine"}),"\n",(0,s.jsxs)(i.p,{children:[(0,s.jsx)(i.a,{href:"https://martinfowler.com/bliki/RulesEngine.html",children:"https://martinfowler.com/bliki/RulesEngine.html"})," - Avoid building rule engine"]}),"\n",(0,s.jsx)(i.p,{children:(0,s.jsx)(i.a,{href:"https://martinfowler.com/dslCatalog/productionRule.html",children:"https://martinfowler.com/dslCatalog/productionRule.html"})}),"\n",(0,s.jsxs)(i.p,{children:["A business rules engine is a ",(0,s.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Software_system",children:"software system"})," that executes one or more ",(0,s.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Business_rules",children:"business rules"})," in a runtime production environment. The rules might come from legal ",(0,s.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Regulation",children:"regulation"}),'("An employee can be fired for any reason or no reason but not for an illegal reason"), company policy ("All customers that spend more than $100 at one time will receive a 10% discount"), or other sources. A business rule system enables these company policies and other operational decisions to be defined, tested, executed and maintained separately from ',(0,s.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Application_code",children:"application code"}),"."]}),"\n",(0,s.jsx)(i.p,{children:"Rule engines typically support rules, facts, priority (score), mutual exclusion, preconditions, and other functions."}),"\n",(0,s.jsxs)(i.p,{children:["Rule engine software is commonly provided as a component of a ",(0,s.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Business_rule_management_system",children:"business rule management system"}),' which, among other functions, provides the ability to: register, define, classify, and manage all the rules, verify consistency of rules definitions ("Gold-level customers are eligible for free shipping when order quantity > 10" and "maximum order quantity for Silver-level customers = 15" ), define the relationships between different rules, and relate some of these rules to ',(0,s.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Information_Technology",children:"IT"})," applications that are affected or need to enforce one or more of the rules."]}),"\n",(0,s.jsx)(i.h2,{id:"design-strategies",children:"Design Strategies"}),"\n",(0,s.jsxs)(i.p,{children:["Many organizations' rules efforts combine aspects of what is generally considered ",(0,s.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Workflow",children:"workflow"})," design with traditional rule design. This failure to separate the two approaches can lead to problems with the ability to re-use and control both business rules and workflows. Design approaches that avoid this quandary separate the role of business rules and workflows as follows:"]}),"\n",(0,s.jsxs)(i.ul,{children:["\n",(0,s.jsx)(i.li,{children:(0,s.jsx)(i.strong,{children:"Business rules produce knowledge;"})}),"\n",(0,s.jsx)(i.li,{children:(0,s.jsx)(i.strong,{children:"Workflows perform business work."})}),"\n"]}),"\n",(0,s.jsx)(i.p,{children:"Concretely, that means that a business rule may do things like detect that a business situation has occurred and raise a business event (typically carried via a messaging infrastructure) or create higher level business knowledge (e.g., evaluating the series of organizational, product, and regulatory-based rules concerning whether or not a loan meets underwriting criteria). On the other hand, a workflow would respond to an event that indicated something such as the overloading of a routing point by initiating a series of activities."}),"\n",(0,s.jsx)(i.h2,{id:"types-of-rule-engines",children:"Types of Rule Engines"}),"\n",(0,s.jsxs)(i.ol,{children:["\n",(0,s.jsxs)(i.li,{children:["Most rules engines used by businesses are ",(0,s.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Forward_chaining",children:"forward chaining"}),", which can be further divided into two classes:","\n",(0,s.jsxs)(i.ul,{children:["\n",(0,s.jsxs)(i.li,{children:["The first class processes so-called ",(0,s.jsxs)(i.strong,{children:["production/",(0,s.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Inference",children:"inference"})," rules"]}),'. These types of rules are used to represent behaviors of the type IF condition THEN action. For example, such a rule could answer the question: "Should this customer be allowed a mortgage?" by executing rules of the form "IF some-condition THEN allow-customer-a-mortgage".']}),"\n",(0,s.jsxs)(i.li,{children:["The other type of rule engine processes so-called ",(0,s.jsxs)(i.strong,{children:["reaction/",(0,s.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Event_condition_action",children:"Event condition action"})," rules"]}),". The reactive rule engines detect and react to incoming events and process event patterns. For example, a reactive rule engine could be used to alert a manager when certain items are out of stock."]}),"\n"]}),"\n"]}),"\n"]}),"\n",(0,s.jsxs)(i.p,{children:["The biggest difference between these types is that production rule engines execute when a user or application invokes them, usually in a stateless manner. A reactive rule engine reacts automatically when events occur, usually in a stateful manner. Many (and indeed most) popular commercial rule engines have both production and reaction rule capabilities, although they might emphasize one class over another. For example, most business rules engines are primarily production rules engines, whereas ",(0,s.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Complex_event_processing",children:"complex event processing"})," rules engines emphasize reaction rules."]}),"\n",(0,s.jsxs)(i.ol,{start:"2",children:["\n",(0,s.jsxs)(i.li,{children:["\n",(0,s.jsxs)(i.p,{children:["In addition, some rules engines support ",(0,s.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Backward_chaining",children:"backward chaining"}),". In this case a rules engine seeks to resolve the facts to fit a particular goal. It is often referred to as beinggoal drivenbecause it tries to determine if something exists based on existing information."]}),"\n"]}),"\n",(0,s.jsxs)(i.li,{children:["\n",(0,s.jsx)(i.p,{children:"Another kind of rule engine automatically switches between back- and forward-chaining several times during a reasoning run, e.g. the Internet Business Logic system, which can be found by searching the web."}),"\n"]}),"\n",(0,s.jsxs)(i.li,{children:["\n",(0,s.jsxs)(i.p,{children:["A fourth class of rules engine might be called a deterministic engine. These rules engines may forgo both forward chaining and backward chaining, and instead utilize ",(0,s.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Domain-specific_language",children:"domain-specific language"})," approaches to better describe policy. This approach is often easier to implement and maintain, and provides performance advantages over forward or backward chaining systems."]}),"\n"]}),"\n"]}),"\n",(0,s.jsxs)(i.p,{children:["There are some circumstance where ",(0,s.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Fuzzy_Logic",children:"Fuzzy Logic"})," based inference may be more appropriate, where heuristics are used in rule processing, rather than Boolean rules. Examples might include customer classification, missing data inference, customer value calculations, etc. The DARL languageand the associated inference engine and editors is an example of this approach."]}),"\n",(0,s.jsx)(i.p,{children:(0,s.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Business_rules_engine",children:"https://en.wikipedia.org/wiki/Business_rules_engine"})}),"\n",(0,s.jsx)(i.p,{children:(0,s.jsx)(i.a,{href:"https://www.youtube.com/watch?v=V4nl_v85sNA",children:"https://www.youtube.com/watch?v=V4nl_v85sNA"})}),"\n",(0,s.jsx)(i.h2,{id:"tools",children:"Tools"}),"\n",(0,s.jsxs)(i.ul,{children:["\n",(0,s.jsx)(i.li,{children:"Blaze"}),"\n",(0,s.jsx)(i.li,{children:"Pega"}),"\n",(0,s.jsx)(i.li,{children:"Kissflow"}),"\n"]}),"\n",(0,s.jsx)(i.p,{children:(0,s.jsx)(i.a,{href:"https://exceptionnotfound.net/designing-a-workflow-engine-database-part-1-introduction-and-purpose",children:"https://exceptionnotfound.net/designing-a-workflow-engine-database-part-1-introduction-and-purpose"})}),"\n",(0,s.jsxs)(i.ul,{children:["\n",(0,s.jsx)(i.li,{children:"BRM - Business Rules Management"}),"\n",(0,s.jsx)(i.li,{children:"BRF - Business Rules Framework"}),"\n",(0,s.jsx)(i.li,{children:"BPM - Business Process Management"}),"\n"]}),"\n",(0,s.jsx)(i.h2,{id:"drools",children:"Drools"}),"\n",(0,s.jsxs)(i.p,{children:["Droolsis a**",(0,s.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Business_rule_management_system",children:"business rule management system"}),"(BRMS)** with a ",(0,s.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Forward_chaining",children:"forward"})," and ",(0,s.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Backward_chaining",children:"backward chaining"})," inference based ",(0,s.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Rules_engine",children:"rules engine"}),", more correctly known as a ",(0,s.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Production_system_(computer_science)",children:"production rule system"}),", using an enhanced implementation of the ",(0,s.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Rete_algorithm",children:"Rete algorithm"}),"."]}),"\n",(0,s.jsxs)(i.p,{children:["KIE (Knowledge Is Everything) is the new umbrella name to drools, ",(0,s.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/OptaPlanner",children:"optaPlanner"}),", ",(0,s.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/JBPM",children:"jBPM"}),", Guvnor, uberFire and related technologies."]}),"\n",(0,s.jsxs)(i.p,{children:["Drools supports the Java Rules Engine API (Java Specification Request 94) standard for its ",(0,s.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Business_rule",children:"business rule"})," engine and enterprise framework for the construction, maintenance, and enforcement of business policies in an organization, application, or service."]}),"\n",(0,s.jsxs)(i.p,{children:["Drools is a",(0,s.jsx)(i.strong,{children:"Business Logic integration Platform (BLiP)"}),". It is written in Java. It is an open source project that is backed by JBoss and Red Hat, Inc. It extends and implements the Rete Pattern matching algorithm."]}),"\n",(0,s.jsx)(i.p,{children:"In layman's terms, Drools is a collection of tools that allow us to separate and reason over logic and data found within business processes. The two important keywords we need to notice areLogicandData."}),"\n",(0,s.jsxs)(i.p,{children:["Drools is split into two main parts",":AuthoringandRuntime","."]}),"\n",(0,s.jsxs)(i.ul,{children:["\n",(0,s.jsx)(i.li,{children:"Authoring\u2212 Authoring process involves the creation of Rules files (.DRL files)."}),"\n",(0,s.jsx)(i.li,{children:"Runtime\u2212 It involves the creation of working memory and handling the activation."}),"\n"]}),"\n",(0,s.jsx)(i.p,{children:"DMN - Decision Model and Notation"}),"\n",(0,s.jsx)(i.p,{children:"The Decision Model and Notation (DMN\u2122) is a Standard by OMG providing a common and visual notation readily understandable by all users and personas. With DMN, business analysts can define the initial decision requirements and then formalize more detailed decision models; technical developers can automate the decisions in any process with a portable execution semantic, while business stakeholders can manage and monitor those decisions."}),"\n",(0,s.jsx)(i.p,{children:(0,s.jsx)(i.a,{href:"https://www.drools.org/learn/dmn.html",children:"https://www.drools.org/learn/dmn.html"})}),"\n",(0,s.jsx)(i.p,{children:(0,s.jsx)(i.a,{href:"https://learn-dmn-in-15-minutes.com",children:"https://learn-dmn-in-15-minutes.com"})}),"\n",(0,s.jsx)(i.p,{children:(0,s.jsx)(i.a,{href:"https://www.drools.org",children:"https://www.drools.org"})}),"\n",(0,s.jsx)(i.p,{children:(0,s.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Drools",children:"https://en.wikipedia.org/wiki/Drools"})}),"\n",(0,s.jsx)(i.p,{children:(0,s.jsx)(i.a,{href:"https://www.tutorialspoint.com/drools/drools_introduction.htm",children:"https://www.tutorialspoint.com/drools/drools_introduction.htm"})}),"\n",(0,s.jsx)(i.p,{children:(0,s.jsx)(i.a,{href:"https://www.toptal.com/java/rules-engines-power-to-the-smeople",children:(0,s.jsx)(i.strong,{children:"https://www.toptal.com/java/rules-engines-power-to-the-smeople"})})}),"\n",(0,s.jsx)(i.h2,{id:"workflow",children:"Workflow"}),"\n",(0,s.jsxs)(i.p,{children:["Aworkflowconsists of an orchestrated and repeatable ",(0,s.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Pattern",children:"pattern"})," of activity, enabled by the ",(0,s.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/System",children:"systematic"})," organization of ",(0,s.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Resource",children:"resources"})," into ",(0,s.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Process",children:"processes"})," that transform materials, provide services, or process information.It can be depicted as a sequence of operations, the work of a person or group, the work of an organization of staff, or one or more simple or complex mechanisms."]}),"\n",(0,s.jsxs)(i.p,{children:["From a more abstract or higher-level perspective, workflow may be considered a view or representation of real work.The flow being described may refer to a ",(0,s.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Document",children:"document"}),", service, or ",(0,s.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Product_(business)",children:"product"})," that is being transferred from one step to another."]}),"\n",(0,s.jsxs)(i.p,{children:["Workflows may be viewed as one fundamental building block to be combined with other parts of an organization's structure such as information technology, ",(0,s.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Team",children:"teams"}),", ",(0,s.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Project",children:"projects"})," and ",(0,s.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Hierarchical_organization",children:"hierarchies"}),"."]}),"\n",(0,s.jsx)(i.p,{children:(0,s.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Workflow",children:"https://en.wikipedia.org/wiki/Workflow"})}),"\n",(0,s.jsx)(i.h2,{id:"forward-chaining",children:"Forward Chaining"}),"\n",(0,s.jsxs)(i.p,{children:["Forward chaining(orforward reasoning) is one of the two main methods of ",(0,s.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Automated_reasoning",children:"reasoning"})," when using an ",(0,s.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Inference_engine",children:"inference engine"})," and can be described ",(0,s.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Logically",children:"logically"})," as repeated application of ",(0,s.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Modus_ponens",children:"modus ponens"}),". Forward chaining is a popular implementation strategy for ",(0,s.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Expert_system",children:"expert systems"}),", ",(0,s.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Business_rules_engine",children:"business"})," and ",(0,s.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Production_system_(computer_science)",children:"production rule systems"}),". The opposite of forward chaining is ",(0,s.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Backward_chaining",children:"backward chaining"}),"."]}),"\n",(0,s.jsxs)(i.p,{children:["Forward chaining starts with the available ",(0,s.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Data",children:"data"})," and uses ",(0,s.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Inference_rule",children:"inference rules"})," to extract more data (from an end user, for example) until a ",(0,s.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Goal",children:"goal"})," is reached. An ",(0,s.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Inference_engine",children:"inference engine"})," using forward chaining searches the inference rules until it finds one where the ",(0,s.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Antecedent_(logic)",children:"antecedent"}),"(",(0,s.jsx)(i.strong,{children:"Ifclause"}),") is known to be true. When such a rule is found, the engine can conclude, or infer, the ",(0,s.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Consequent",children:"consequent"}),"(",(0,s.jsx)(i.strong,{children:"Thenclause"}),"), resulting in the addition of new ",(0,s.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Information",children:"information"})," to its data."]}),"\n",(0,s.jsxs)(i.p,{children:["Inference engines will ",(0,s.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Iteration#Computing",children:"iterate"})," through this process until a goal is reached."]}),"\n",(0,s.jsx)(i.p,{children:(0,s.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Forward_chaining",children:"https://en.wikipedia.org/wiki/Forward_chaining"})}),"\n",(0,s.jsx)(i.h2,{id:"backward-chaining",children:"Backward Chaining"}),"\n",(0,s.jsxs)(i.p,{children:["Backward chaining(orbackward reasoning) is an ",(0,s.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Inference",children:"inference"})," method described colloquially as working backward from the goal. It is used in ",(0,s.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Automated_theorem_prover",children:"automated theorem provers"}),", ",(0,s.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Inference_engine",children:"inference engines"}),", ",(0,s.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Proof_assistant",children:"proof assistants"}),", and other ",(0,s.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Artificial_intelligence",children:"artificial intelligence"})," applications."]}),"\n",(0,s.jsxs)(i.p,{children:["In ",(0,s.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Game_theory",children:"game theory"}),", researchers apply it to (simpler)",(0,s.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Subgame",children:"subgames"})," to find a solution to the game, in a process called ",(0,s.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Backward_induction",children:"backward induction"}),". In chess, it is called ",(0,s.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Retrograde_analysis",children:"retrograde analysis"}),", and it is used to generate table bases for ",(0,s.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Chess_endgame",children:"chess endgames"})," for ",(0,s.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Computer_chess",children:"computer chess"}),"."]}),"\n",(0,s.jsxs)(i.p,{children:["Backward chaining is implemented in ",(0,s.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Logic_programming",children:"logic programming"})," by ",(0,s.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/SLD_resolution",children:"SLD resolution"}),". Both rules are based on the ",(0,s.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Modus_ponens",children:"modus ponens"})," inference rule. It is one of the two most commonly used methods of ",(0,s.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Reasoning",children:"reasoning"})," with ",(0,s.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Inference_rule",children:"inference rules"})," and ",(0,s.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Logical_consequence",children:"logical implications"}),"-- the other is ",(0,s.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Forward_chaining",children:"forward chaining"}),". Backward chaining systems usually employ a ",(0,s.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Depth-first_search",children:"depth-first search"})," strategy, e.g.",(0,s.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Prolog",children:"Prolog"}),"."]}),"\n",(0,s.jsx)(i.p,{children:(0,s.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Backward_chaining",children:"https://en.wikipedia.org/wiki/Backward_chaining"})}),"\n",(0,s.jsx)(i.h2,{id:"rules-engine",children:"Rules Engine"}),"\n",(0,s.jsx)(i.h3,{id:"rule",children:"Rule"}),"\n",(0,s.jsx)(i.p,{children:"A rule is a business policy. Within the technical domain of the rules engine, it is a collection of a set of triggers, conditions, and effects that are applied by the rules engine."}),"\n",(0,s.jsx)(i.h3,{id:"trigger",children:"Trigger"}),"\n",(0,s.jsx)(i.p,{children:"The trigger is the thing that determines whether the engine should attempt to run through a rule or not. In most cases, it is contextual."}),"\n",(0,s.jsx)(i.p,{children:"In simple systems, it could be a simple string check or even hard-coded, such as a string on a Rule with the valueon_createandPaymentAccountto indicate that the rule should only be executed when a record of typePaymentAccountis created."}),"\n",(0,s.jsx)(i.p,{children:"In more complex systems, it could be a full context check that looks at things like whether the user is logged in or the kind of record being worked on."}),"\n",(0,s.jsx)(i.h3,{id:"condition",children:"Condition"}),"\n",(0,s.jsx)(i.p,{children:"The Condition determines if the Rule should be applied in that particular circumstance and on that particular record."}),"\n",(0,s.jsx)(i.p,{children:"It has some minor overlap conceptually with a trigger, but also enough differences to warrant a separate discussion."}),"\n",(0,s.jsx)(i.p,{children:"A trigger is more of a generalized determination of whether a rule's conditions should even be checked, whereas condition is more of an instance-specific check. Smaller systems can potentially fold the trigger in to a a condition, but more complex systems will likely benefit from separating the two."}),"\n",(0,s.jsx)(i.p,{children:"The Condition itself will likely have some sort of reference to actual code that performs the check itself, with some parameters to pass in to the function."}),"\n",(0,s.jsx)(i.p,{children:"For example, you could store a Condition record in the database that stores the name of the condition class as well as some accompanying parameters. The code could then dynamically initialize the condition class it identifies, passing in the parameters and the record to check against."}),"\n",(0,s.jsx)(i.h2,{id:"effect",children:"Effect"}),"\n",(0,s.jsx)(i.p,{children:"The Effect is what happens once a Rule is triggered and its Conditions pass. It is typically a function or execution of a function. It may be something as simple as setting a field or something as complex as kicking off an entire workflow."}),"\n",(0,s.jsx)(i.p,{children:"Like the Condition, it will likely have some sort of reference to actual code that applies the Effect itself."}),"\n",(0,s.jsx)(i.h3,{id:"engine",children:"Engine"}),"\n",(0,s.jsx)(i.p,{children:"Finally, you have the engine itself. This is the thing that will actually perform the bulk of the work. It'll accept records, load a list of rules, check whether those rules should be applied based on specific triggers and conditions, and then apply the effects of the rules."}),"\n",(0,s.jsx)(i.p,{children:(0,s.jsx)(i.a,{href:"https://medium.com/swlh/how-to-design-software-rules-engines-adbb098b2d73",children:"https://medium.com/swlh/how-to-design-software-rules-engines-adbb098b2d73"})}),"\n",(0,s.jsx)(i.p,{children:(0,s.jsx)(i.a,{href:"https://github.com/venmo/business-rules",children:"https://github.com/venmo/business-rules"})}),"\n",(0,s.jsx)(i.h2,{id:"libraries",children:"Libraries"}),"\n",(0,s.jsxs)(i.ul,{children:["\n",(0,s.jsx)(i.li,{children:(0,s.jsx)(i.a,{href:"https://zerosteiner.github.io/rule-engine/",children:"Rule Engine Documentation \u2014 Rule Engine 4.5.1 documentation"})}),"\n",(0,s.jsx)(i.li,{children:(0,s.jsx)(i.a,{href:"https://www.nected.ai/blog/python-rule-engines-automate-and-enforce-with-python",children:"7 Best Python Rule Engines for Your Projects | Nected Blogs"})}),"\n",(0,s.jsx)(i.li,{children:(0,s.jsx)(i.a,{href:"https://pypi.org/project/business-rule-engine/",children:"business-rule-engine \xb7 PyPI"})}),"\n",(0,s.jsx)(i.li,{children:(0,s.jsx)(i.a,{href:"https://medium.com/@djangostars/python-rule-engine-logic-automation-examples-887d3210643e",children:"Python Rule Engine: Logic Automation & Examples | by Django Stars | Medium"})}),"\n"]})]})}function c(e={}){const{wrapper:i}={...(0,r.a)(),...e.components};return i?(0,s.jsx)(i,{...e,children:(0,s.jsx)(d,{...e})}):d(e)}},511151:(e,i,n)=>{n.d(i,{Z:()=>a,a:()=>o});var s=n(667294);const r={},t=s.createContext(r);function o(e){const i=s.useContext(t);return s.useMemo((function(){return"function"==typeof e?e(i):{...i,...e}}),[i,e])}function a(e){let i;return i=e.disableParentContext?"function"==typeof e.components?e.components(r):e.components||r:o(e.components),s.createElement(t.Provider,{value:i},e.children)}}}]); \ No newline at end of file diff --git a/assets/js/a63bec92.5cdc2854.js b/assets/js/a63bec92.5cdc2854.js deleted file mode 100644 index 1458e0842f3..00000000000 --- a/assets/js/a63bec92.5cdc2854.js +++ /dev/null @@ -1 +0,0 @@ -"use strict";(self.webpackChunkdeep_notes=self.webpackChunkdeep_notes||[]).push([[5263],{32254:(e,i,n)=>{n.r(i),n.d(i,{assets:()=>l,contentTitle:()=>o,default:()=>c,frontMatter:()=>t,metadata:()=>a,toc:()=>h});var s=n(785893),r=n(511151);const t={},o="Business Rules Engine (BRE) / Decision Rule Engine",a={id:"cloud/others/business-rule-engine",title:"Business Rules Engine (BRE) / Decision Rule Engine",description:"https://martinfowler.com/bliki/RulesEngine.html - Avoid building rule engine",source:"@site/docs/cloud/others/business-rule-engine.md",sourceDirName:"cloud/others",slug:"/cloud/others/business-rule-engine",permalink:"/cloud/others/business-rule-engine",draft:!1,unlisted:!1,editUrl:"https://github.com/deepaksood619/deepaksood619.github.io/tree/master/docs/cloud/others/business-rule-engine.md",tags:[],version:"current",lastUpdatedAt:1719081324,formattedLastUpdatedAt:"Jun 22, 2024",frontMatter:{},sidebar:"tutorialSidebar",previous:{title:"Services",permalink:"/cloud/others/azure/services"},next:{title:"CDN Comparision",permalink:"/cloud/others/cdn-comparision"}},l={},h=[{value:"Design Strategies",id:"design-strategies",level:2},{value:"Types of Rule Engines",id:"types-of-rule-engines",level:2},{value:"Tools",id:"tools",level:2},{value:"Drools",id:"drools",level:2},{value:"Workflow",id:"workflow",level:2},{value:"Forward Chaining",id:"forward-chaining",level:2},{value:"Backward Chaining",id:"backward-chaining",level:2},{value:"Rules Engine",id:"rules-engine",level:2},{value:"Rule",id:"rule",level:3},{value:"Trigger",id:"trigger",level:3},{value:"Condition",id:"condition",level:3},{value:"Effect",id:"effect",level:2},{value:"Engine",id:"engine",level:3},{value:"Libraries",id:"libraries",level:2}];function d(e){const i={a:"a",h1:"h1",h2:"h2",h3:"h3",li:"li",ol:"ol",p:"p",strong:"strong",ul:"ul",...(0,r.a)(),...e.components};return(0,s.jsxs)(s.Fragment,{children:[(0,s.jsx)(i.h1,{id:"business-rules-engine-bre--decision-rule-engine",children:"Business Rules Engine (BRE) / Decision Rule Engine"}),"\n",(0,s.jsxs)(i.p,{children:[(0,s.jsx)(i.a,{href:"https://martinfowler.com/bliki/RulesEngine.html",children:"https://martinfowler.com/bliki/RulesEngine.html"})," - Avoid building rule engine"]}),"\n",(0,s.jsx)(i.p,{children:(0,s.jsx)(i.a,{href:"https://martinfowler.com/dslCatalog/productionRule.html",children:"https://martinfowler.com/dslCatalog/productionRule.html"})}),"\n",(0,s.jsxs)(i.p,{children:["A business rules engine is a ",(0,s.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Software_system",children:"software system"})," that executes one or more ",(0,s.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Business_rules",children:"business rules"})," in a runtime production environment. The rules might come from legal ",(0,s.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Regulation",children:"regulation"}),'("An employee can be fired for any reason or no reason but not for an illegal reason"), company policy ("All customers that spend more than $100 at one time will receive a 10% discount"), or other sources. A business rule system enables these company policies and other operational decisions to be defined, tested, executed and maintained separately from ',(0,s.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Application_code",children:"application code"}),"."]}),"\n",(0,s.jsx)(i.p,{children:"Rule engines typically support rules, facts, priority (score), mutual exclusion, preconditions, and other functions."}),"\n",(0,s.jsxs)(i.p,{children:["Rule engine software is commonly provided as a component of a ",(0,s.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Business_rule_management_system",children:"business rule management system"}),' which, among other functions, provides the ability to: register, define, classify, and manage all the rules, verify consistency of rules definitions ("Gold-level customers are eligible for free shipping when order quantity > 10" and "maximum order quantity for Silver-level customers = 15" ), define the relationships between different rules, and relate some of these rules to ',(0,s.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Information_Technology",children:"IT"})," applications that are affected or need to enforce one or more of the rules."]}),"\n",(0,s.jsx)(i.h2,{id:"design-strategies",children:"Design Strategies"}),"\n",(0,s.jsxs)(i.p,{children:["Many organizations' rules efforts combine aspects of what is generally considered ",(0,s.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Workflow",children:"workflow"})," design with traditional rule design. This failure to separate the two approaches can lead to problems with the ability to re-use and control both business rules and workflows. Design approaches that avoid this quandary separate the role of business rules and workflows as follows:"]}),"\n",(0,s.jsxs)(i.ul,{children:["\n",(0,s.jsx)(i.li,{children:(0,s.jsx)(i.strong,{children:"Business rules produce knowledge;"})}),"\n",(0,s.jsx)(i.li,{children:(0,s.jsx)(i.strong,{children:"Workflows perform business work."})}),"\n"]}),"\n",(0,s.jsx)(i.p,{children:"Concretely, that means that a business rule may do things like detect that a business situation has occurred and raise a business event (typically carried via a messaging infrastructure) or create higher level business knowledge (e.g., evaluating the series of organizational, product, and regulatory-based rules concerning whether or not a loan meets underwriting criteria). On the other hand, a workflow would respond to an event that indicated something such as the overloading of a routing point by initiating a series of activities."}),"\n",(0,s.jsx)(i.h2,{id:"types-of-rule-engines",children:"Types of Rule Engines"}),"\n",(0,s.jsxs)(i.ol,{children:["\n",(0,s.jsxs)(i.li,{children:["Most rules engines used by businesses are ",(0,s.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Forward_chaining",children:"forward chaining"}),", which can be further divided into two classes:","\n",(0,s.jsxs)(i.ul,{children:["\n",(0,s.jsxs)(i.li,{children:["The first class processes so-called ",(0,s.jsxs)(i.strong,{children:["production/",(0,s.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Inference",children:"inference"})," rules"]}),'. These types of rules are used to represent behaviors of the type IF condition THEN action. For example, such a rule could answer the question: "Should this customer be allowed a mortgage?" by executing rules of the form "IF some-condition THEN allow-customer-a-mortgage".']}),"\n",(0,s.jsxs)(i.li,{children:["The other type of rule engine processes so-called ",(0,s.jsxs)(i.strong,{children:["reaction/",(0,s.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Event_condition_action",children:"Event condition action"})," rules"]}),". The reactive rule engines detect and react to incoming events and process event patterns. For example, a reactive rule engine could be used to alert a manager when certain items are out of stock."]}),"\n"]}),"\n"]}),"\n"]}),"\n",(0,s.jsxs)(i.p,{children:["The biggest difference between these types is that production rule engines execute when a user or application invokes them, usually in a stateless manner. A reactive rule engine reacts automatically when events occur, usually in a stateful manner. Many (and indeed most) popular commercial rule engines have both production and reaction rule capabilities, although they might emphasize one class over another. For example, most business rules engines are primarily production rules engines, whereas ",(0,s.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Complex_event_processing",children:"complex event processing"})," rules engines emphasize reaction rules."]}),"\n",(0,s.jsxs)(i.ol,{start:"2",children:["\n",(0,s.jsxs)(i.li,{children:["\n",(0,s.jsxs)(i.p,{children:["In addition, some rules engines support ",(0,s.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Backward_chaining",children:"backward chaining"}),". In this case a rules engine seeks to resolve the facts to fit a particular goal. It is often referred to as beinggoal drivenbecause it tries to determine if something exists based on existing information."]}),"\n"]}),"\n",(0,s.jsxs)(i.li,{children:["\n",(0,s.jsx)(i.p,{children:"Another kind of rule engine automatically switches between back- and forward-chaining several times during a reasoning run, e.g. the Internet Business Logic system, which can be found by searching the web."}),"\n"]}),"\n",(0,s.jsxs)(i.li,{children:["\n",(0,s.jsxs)(i.p,{children:["A fourth class of rules engine might be called a deterministic engine. These rules engines may forgo both forward chaining and backward chaining, and instead utilize ",(0,s.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Domain-specific_language",children:"domain-specific language"})," approaches to better describe policy. This approach is often easier to implement and maintain, and provides performance advantages over forward or backward chaining systems."]}),"\n"]}),"\n"]}),"\n",(0,s.jsxs)(i.p,{children:["There are some circumstance where ",(0,s.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Fuzzy_Logic",children:"Fuzzy Logic"})," based inference may be more appropriate, where heuristics are used in rule processing, rather than Boolean rules. Examples might include customer classification, missing data inference, customer value calculations, etc. The DARL languageand the associated inference engine and editors is an example of this approach."]}),"\n",(0,s.jsx)(i.p,{children:(0,s.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Business_rules_engine",children:"https://en.wikipedia.org/wiki/Business_rules_engine"})}),"\n",(0,s.jsx)(i.p,{children:(0,s.jsx)(i.a,{href:"https://www.youtube.com/watch?v=V4nl_v85sNA",children:"https://www.youtube.com/watch?v=V4nl_v85sNA"})}),"\n",(0,s.jsx)(i.h2,{id:"tools",children:"Tools"}),"\n",(0,s.jsxs)(i.ul,{children:["\n",(0,s.jsx)(i.li,{children:"Blaze"}),"\n",(0,s.jsx)(i.li,{children:"Pega"}),"\n",(0,s.jsx)(i.li,{children:"Kissflow"}),"\n"]}),"\n",(0,s.jsx)(i.p,{children:(0,s.jsx)(i.a,{href:"https://exceptionnotfound.net/designing-a-workflow-engine-database-part-1-introduction-and-purpose",children:"https://exceptionnotfound.net/designing-a-workflow-engine-database-part-1-introduction-and-purpose"})}),"\n",(0,s.jsxs)(i.ul,{children:["\n",(0,s.jsx)(i.li,{children:"BRM - Business Rules Management"}),"\n",(0,s.jsx)(i.li,{children:"BRF - Business Rules Framework"}),"\n",(0,s.jsx)(i.li,{children:"BPM - Business Process Management"}),"\n"]}),"\n",(0,s.jsx)(i.h2,{id:"drools",children:"Drools"}),"\n",(0,s.jsxs)(i.p,{children:["Droolsis a**",(0,s.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Business_rule_management_system",children:"business rule management system"}),"(BRMS)** with a ",(0,s.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Forward_chaining",children:"forward"})," and ",(0,s.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Backward_chaining",children:"backward chaining"})," inference based ",(0,s.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Rules_engine",children:"rules engine"}),", more correctly known as a ",(0,s.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Production_system_(computer_science)",children:"production rule system"}),", using an enhanced implementation of the ",(0,s.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Rete_algorithm",children:"Rete algorithm"}),"."]}),"\n",(0,s.jsxs)(i.p,{children:["KIE (Knowledge Is Everything) is the new umbrella name to drools, ",(0,s.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/OptaPlanner",children:"optaPlanner"}),", ",(0,s.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/JBPM",children:"jBPM"}),", Guvnor, uberFire and related technologies."]}),"\n",(0,s.jsxs)(i.p,{children:["Drools supports the Java Rules Engine API (Java Specification Request 94) standard for its ",(0,s.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Business_rule",children:"business rule"})," engine and enterprise framework for the construction, maintenance, and enforcement of business policies in an organization, application, or service."]}),"\n",(0,s.jsxs)(i.p,{children:["Drools is a",(0,s.jsx)(i.strong,{children:"Business Logic integration Platform (BLiP)"}),". It is written in Java. It is an open source project that is backed by JBoss and Red Hat, Inc. It extends and implements the Rete Pattern matching algorithm."]}),"\n",(0,s.jsx)(i.p,{children:"In layman's terms, Drools is a collection of tools that allow us to separate and reason over logic and data found within business processes. The two important keywords we need to notice areLogicandData."}),"\n",(0,s.jsxs)(i.p,{children:["Drools is split into two main parts",":AuthoringandRuntime","."]}),"\n",(0,s.jsxs)(i.ul,{children:["\n",(0,s.jsx)(i.li,{children:"Authoring\u2212 Authoring process involves the creation of Rules files (.DRL files)."}),"\n",(0,s.jsx)(i.li,{children:"Runtime\u2212 It involves the creation of working memory and handling the activation."}),"\n"]}),"\n",(0,s.jsx)(i.p,{children:"DMN - Decision Model and Notation"}),"\n",(0,s.jsx)(i.p,{children:"The Decision Model and Notation (DMN\u2122) is a Standard by OMG providing a common and visual notation readily understandable by all users and personas. With DMN, business analysts can define the initial decision requirements and then formalize more detailed decision models; technical developers can automate the decisions in any process with a portable execution semantic, while business stakeholders can manage and monitor those decisions."}),"\n",(0,s.jsx)(i.p,{children:(0,s.jsx)(i.a,{href:"https://www.drools.org/learn/dmn.html",children:"https://www.drools.org/learn/dmn.html"})}),"\n",(0,s.jsx)(i.p,{children:(0,s.jsx)(i.a,{href:"https://learn-dmn-in-15-minutes.com",children:"https://learn-dmn-in-15-minutes.com"})}),"\n",(0,s.jsx)(i.p,{children:(0,s.jsx)(i.a,{href:"https://www.drools.org",children:"https://www.drools.org"})}),"\n",(0,s.jsx)(i.p,{children:(0,s.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Drools",children:"https://en.wikipedia.org/wiki/Drools"})}),"\n",(0,s.jsx)(i.p,{children:(0,s.jsx)(i.a,{href:"https://www.tutorialspoint.com/drools/drools_introduction.htm",children:"https://www.tutorialspoint.com/drools/drools_introduction.htm"})}),"\n",(0,s.jsx)(i.p,{children:(0,s.jsx)(i.a,{href:"https://www.toptal.com/java/rules-engines-power-to-the-smeople",children:(0,s.jsx)(i.strong,{children:"https://www.toptal.com/java/rules-engines-power-to-the-smeople"})})}),"\n",(0,s.jsx)(i.h2,{id:"workflow",children:"Workflow"}),"\n",(0,s.jsxs)(i.p,{children:["Aworkflowconsists of an orchestrated and repeatable ",(0,s.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Pattern",children:"pattern"})," of activity, enabled by the ",(0,s.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/System",children:"systematic"})," organization of ",(0,s.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Resource",children:"resources"})," into ",(0,s.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Process",children:"processes"})," that transform materials, provide services, or process information.It can be depicted as a sequence of operations, the work of a person or group, the work of an organization of staff, or one or more simple or complex mechanisms."]}),"\n",(0,s.jsxs)(i.p,{children:["From a more abstract or higher-level perspective, workflow may be considered a view or representation of real work.The flow being described may refer to a ",(0,s.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Document",children:"document"}),", service, or ",(0,s.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Product_(business)",children:"product"})," that is being transferred from one step to another."]}),"\n",(0,s.jsxs)(i.p,{children:["Workflows may be viewed as one fundamental building block to be combined with other parts of an organization's structure such as information technology, ",(0,s.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Team",children:"teams"}),", ",(0,s.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Project",children:"projects"})," and ",(0,s.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Hierarchical_organization",children:"hierarchies"}),"."]}),"\n",(0,s.jsx)(i.p,{children:(0,s.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Workflow",children:"https://en.wikipedia.org/wiki/Workflow"})}),"\n",(0,s.jsx)(i.h2,{id:"forward-chaining",children:"Forward Chaining"}),"\n",(0,s.jsxs)(i.p,{children:["Forward chaining(orforward reasoning) is one of the two main methods of ",(0,s.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Automated_reasoning",children:"reasoning"})," when using an ",(0,s.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Inference_engine",children:"inference engine"})," and can be described ",(0,s.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Logically",children:"logically"})," as repeated application of ",(0,s.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Modus_ponens",children:"modus ponens"}),". Forward chaining is a popular implementation strategy for ",(0,s.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Expert_system",children:"expert systems"}),", ",(0,s.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Business_rules_engine",children:"business"})," and ",(0,s.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Production_system_(computer_science)",children:"production rule systems"}),". The opposite of forward chaining is ",(0,s.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Backward_chaining",children:"backward chaining"}),"."]}),"\n",(0,s.jsxs)(i.p,{children:["Forward chaining starts with the available ",(0,s.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Data",children:"data"})," and uses ",(0,s.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Inference_rule",children:"inference rules"})," to extract more data (from an end user, for example) until a ",(0,s.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Goal",children:"goal"})," is reached. An ",(0,s.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Inference_engine",children:"inference engine"})," using forward chaining searches the inference rules until it finds one where the ",(0,s.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Antecedent_(logic)",children:"antecedent"}),"(",(0,s.jsx)(i.strong,{children:"Ifclause"}),") is known to be true. When such a rule is found, the engine can conclude, or infer, the ",(0,s.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Consequent",children:"consequent"}),"(",(0,s.jsx)(i.strong,{children:"Thenclause"}),"), resulting in the addition of new ",(0,s.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Information",children:"information"})," to its data."]}),"\n",(0,s.jsxs)(i.p,{children:["Inference engines will ",(0,s.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Iteration#Computing",children:"iterate"})," through this process until a goal is reached."]}),"\n",(0,s.jsx)(i.p,{children:(0,s.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Forward_chaining",children:"https://en.wikipedia.org/wiki/Forward_chaining"})}),"\n",(0,s.jsx)(i.h2,{id:"backward-chaining",children:"Backward Chaining"}),"\n",(0,s.jsxs)(i.p,{children:["Backward chaining(orbackward reasoning) is an ",(0,s.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Inference",children:"inference"})," method described colloquially as working backward from the goal. It is used in ",(0,s.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Automated_theorem_prover",children:"automated theorem provers"}),", ",(0,s.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Inference_engine",children:"inference engines"}),", ",(0,s.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Proof_assistant",children:"proof assistants"}),", and other ",(0,s.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Artificial_intelligence",children:"artificial intelligence"})," applications."]}),"\n",(0,s.jsxs)(i.p,{children:["In ",(0,s.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Game_theory",children:"game theory"}),", researchers apply it to (simpler)",(0,s.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Subgame",children:"subgames"})," to find a solution to the game, in a process called ",(0,s.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Backward_induction",children:"backward induction"}),". In chess, it is called ",(0,s.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Retrograde_analysis",children:"retrograde analysis"}),", and it is used to generate table bases for ",(0,s.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Chess_endgame",children:"chess endgames"})," for ",(0,s.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Computer_chess",children:"computer chess"}),"."]}),"\n",(0,s.jsxs)(i.p,{children:["Backward chaining is implemented in ",(0,s.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Logic_programming",children:"logic programming"})," by ",(0,s.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/SLD_resolution",children:"SLD resolution"}),". Both rules are based on the ",(0,s.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Modus_ponens",children:"modus ponens"})," inference rule. It is one of the two most commonly used methods of ",(0,s.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Reasoning",children:"reasoning"})," with ",(0,s.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Inference_rule",children:"inference rules"})," and ",(0,s.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Logical_consequence",children:"logical implications"}),"-- the other is ",(0,s.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Forward_chaining",children:"forward chaining"}),". Backward chaining systems usually employ a ",(0,s.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Depth-first_search",children:"depth-first search"})," strategy, e.g.",(0,s.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Prolog",children:"Prolog"}),"."]}),"\n",(0,s.jsx)(i.p,{children:(0,s.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Backward_chaining",children:"https://en.wikipedia.org/wiki/Backward_chaining"})}),"\n",(0,s.jsx)(i.h2,{id:"rules-engine",children:"Rules Engine"}),"\n",(0,s.jsx)(i.h3,{id:"rule",children:"Rule"}),"\n",(0,s.jsx)(i.p,{children:"A rule is a business policy. Within the technical domain of the rules engine, it is a collection of a set of triggers, conditions, and effects that are applied by the rules engine."}),"\n",(0,s.jsx)(i.h3,{id:"trigger",children:"Trigger"}),"\n",(0,s.jsx)(i.p,{children:"The trigger is the thing that determines whether the engine should attempt to run through a rule or not. In most cases, it is contextual."}),"\n",(0,s.jsx)(i.p,{children:"In simple systems, it could be a simple string check or even hard-coded, such as a string on a Rule with the valueon_createandPaymentAccountto indicate that the rule should only be executed when a record of typePaymentAccountis created."}),"\n",(0,s.jsx)(i.p,{children:"In more complex systems, it could be a full context check that looks at things like whether the user is logged in or the kind of record being worked on."}),"\n",(0,s.jsx)(i.h3,{id:"condition",children:"Condition"}),"\n",(0,s.jsx)(i.p,{children:"The Condition determines if the Rule should be applied in that particular circumstance and on that particular record."}),"\n",(0,s.jsx)(i.p,{children:"It has some minor overlap conceptually with a trigger, but also enough differences to warrant a separate discussion."}),"\n",(0,s.jsx)(i.p,{children:"A trigger is more of a generalized determination of whether a rule's conditions should even be checked, whereas condition is more of an instance-specific check. Smaller systems can potentially fold the trigger in to a a condition, but more complex systems will likely benefit from separating the two."}),"\n",(0,s.jsx)(i.p,{children:"The Condition itself will likely have some sort of reference to actual code that performs the check itself, with some parameters to pass in to the function."}),"\n",(0,s.jsx)(i.p,{children:"For example, you could store a Condition record in the database that stores the name of the condition class as well as some accompanying parameters. The code could then dynamically initialize the condition class it identifies, passing in the parameters and the record to check against."}),"\n",(0,s.jsx)(i.h2,{id:"effect",children:"Effect"}),"\n",(0,s.jsx)(i.p,{children:"The Effect is what happens once a Rule is triggered and its Conditions pass. It is typically a function or execution of a function. It may be something as simple as setting a field or something as complex as kicking off an entire workflow."}),"\n",(0,s.jsx)(i.p,{children:"Like the Condition, it will likely have some sort of reference to actual code that applies the Effect itself."}),"\n",(0,s.jsx)(i.h3,{id:"engine",children:"Engine"}),"\n",(0,s.jsx)(i.p,{children:"Finally, you have the engine itself. This is the thing that will actually perform the bulk of the work. It'll accept records, load a list of rules, check whether those rules should be applied based on specific triggers and conditions, and then apply the effects of the rules."}),"\n",(0,s.jsx)(i.p,{children:(0,s.jsx)(i.a,{href:"https://medium.com/swlh/how-to-design-software-rules-engines-adbb098b2d73",children:"https://medium.com/swlh/how-to-design-software-rules-engines-adbb098b2d73"})}),"\n",(0,s.jsx)(i.p,{children:(0,s.jsx)(i.a,{href:"https://github.com/venmo/business-rules",children:"https://github.com/venmo/business-rules"})}),"\n",(0,s.jsx)(i.h2,{id:"libraries",children:"Libraries"}),"\n",(0,s.jsxs)(i.ul,{children:["\n",(0,s.jsx)(i.li,{children:(0,s.jsx)(i.a,{href:"https://zerosteiner.github.io/rule-engine/",children:"Rule Engine Documentation \u2014 Rule Engine 4.5.1 documentation"})}),"\n",(0,s.jsx)(i.li,{children:(0,s.jsx)(i.a,{href:"https://www.nected.ai/blog/python-rule-engines-automate-and-enforce-with-python",children:"7 Best Python Rule Engines for Your Projects | Nected Blogs"})}),"\n",(0,s.jsx)(i.li,{children:(0,s.jsx)(i.a,{href:"https://pypi.org/project/business-rule-engine/",children:"business-rule-engine \xb7 PyPI"})}),"\n",(0,s.jsx)(i.li,{children:(0,s.jsx)(i.a,{href:"https://medium.com/@djangostars/python-rule-engine-logic-automation-examples-887d3210643e",children:"Python Rule Engine: Logic Automation & Examples | by Django Stars | Medium"})}),"\n"]})]})}function c(e={}){const{wrapper:i}={...(0,r.a)(),...e.components};return i?(0,s.jsx)(i,{...e,children:(0,s.jsx)(d,{...e})}):d(e)}},511151:(e,i,n)=>{n.d(i,{Z:()=>a,a:()=>o});var s=n(667294);const r={},t=s.createContext(r);function o(e){const i=s.useContext(t);return s.useMemo((function(){return"function"==typeof e?e(i):{...i,...e}}),[i,e])}function a(e){let i;return i=e.disableParentContext?"function"==typeof e.components?e.components(r):e.components||r:o(e.components),s.createElement(t.Provider,{value:i},e.children)}}}]); 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Whereas in the simple moving average the past observations are weighted equally, exponential functions are used to assign exponentially decreasing weights over time. It is an easily learned and easily applied procedure for making some determination based on prior assumptions by the user, such as seasonality. Exponential smoothing is often used for analysis of time-series data.",source:"@site/docs/courses/course-time-series-analysis/exponential-smoothing.md",sourceDirName:"courses/course-time-series-analysis",slug:"/courses/course-time-series-analysis/exponential-smoothing",permalink:"/courses/course-time-series-analysis/exponential-smoothing",draft:!1,unlisted:!1,editUrl:"https://github.com/deepaksood619/deepaksood619.github.io/tree/master/docs/courses/course-time-series-analysis/exponential-smoothing.md",tags:[],version:"current",lastUpdatedAt:1729278358,formattedLastUpdatedAt:"Oct 18, 2024",frontMatter:{},sidebar:"tutorialSidebar",previous:{title:"Course - Launching into ML",permalink:"/courses/course-launching-into-ml"},next:{title:"Intro - Time Series",permalink:"/courses/course-time-series-analysis/intro-time-series"}},l={},h=[{value:"Holt Winters (basic forecasting) / Triple exponential smoothing",id:"holt-winters-basic-forecasting--triple-exponential-smoothing",level:2}];function c(e){const i={a:"a",code:"code",del:"del",h1:"h1",h2:"h2",li:"li",ol:"ol",p:"p",strong:"strong",...(0,t.a)(),...e.components};return(0,n.jsxs)(n.Fragment,{children:[(0,n.jsx)(i.h1,{id:"exponential-smoothing",children:"Exponential Smoothing"}),"\n",(0,n.jsxs)(i.p,{children:["Exponential smoothing is a ",(0,n.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Rule_of_thumb",children:"rule of thumb"})," technique for smoothing ",(0,n.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Time_series",children:"time series"})," data using the exponential ",(0,n.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Window_function",children:"window function"}),". Whereas in the ",(0,n.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Simple_moving_average",children:"simple moving average"})," the past observations are weighted equally, exponential functions are used to assign exponentially decreasing weights over time. It is an easily learned and easily applied procedure for making some determination based on prior assumptions by the user, such as seasonality. Exponential smoothing is often used for analysis of time-series data."]}),"\n",(0,n.jsxs)(i.p,{children:["Exponential smoothing is one of many ",(0,n.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Window_functions",children:"window functions"})," commonly applied to smooth data in ",(0,n.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Signal_processing",children:"signal processing"}),", acting as ",(0,n.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Low-pass_filter",children:"low-pass filters"})," to remove high frequency ",(0,n.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Noise",children:"noise"}),". This method is preceded by ",(0,n.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Sim%C3%A9on_Denis_Poisson",children:"Poisson"}),"'s use of recursive exponential window functions in convolutions from the 19th century, as well as ",(0,n.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Kolmogorov%E2%80%93Zurbenko_filter",children:"Kolmogorov and Zurbenko's use of recursive moving averages"})," from their studies of turbulence in the 1940s."]}),"\n",(0,n.jsxs)(i.p,{children:["Exponential smoothing refers to the use of an ",(0,n.jsx)(i.strong,{children:"exponentially weighted moving average (EWMA)"}),' to "smooth" a time series. If you have some time seriesx',(0,n.jsx)(i.del,{children:"t"}),", you can define a new time series s",(0,n.jsx)(i.del,{children:"t"}),"that is a smoothed version ofx",(0,n.jsx)(i.del,{children:"t"}),"."]}),"\n",(0,n.jsx)(i.p,{children:(0,n.jsx)(i.code,{children:"s~t~=\u03b1x~t~+(1\u2212\u03b1)s~t-1~"})}),"\n",(0,n.jsxs)(i.ol,{children:["\n",(0,n.jsx)(i.li,{children:"Basic exponential smoothing"}),"\n",(0,n.jsx)(i.li,{children:"Double exponential smoothing"}),"\n",(0,n.jsx)(i.li,{children:"Triple exponential smoothing"}),"\n"]}),"\n",(0,n.jsx)(i.p,{children:(0,n.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Exponential_smoothing",children:"https://en.wikipedia.org/wiki/Exponential_smoothing"})}),"\n",(0,n.jsx)(i.p,{children:(0,n.jsx)(i.a,{href:"https://www.vividcortex.com/blog/exponential-smoothing-for-time-series-forecasting",children:"https://www.vividcortex.com/blog/exponential-smoothing-for-time-series-forecasting"})}),"\n",(0,n.jsx)(i.h2,{id:"holt-winters-basic-forecasting--triple-exponential-smoothing",children:"Holt Winters (basic forecasting) / Triple exponential smoothing"}),"\n",(0,n.jsx)(i.p,{children:"Holt-Winters forecasting is a way to model and predict the behavior of a sequence of values over time - a time series. Holt-Winters is one of the most popular forecasting techniques for time series. It's decades old, but it's still ubiquitous in many applications, including monitoring, where it's used for purposes such as anomaly detection and capacity planning."}),"\n",(0,n.jsxs)(i.p,{children:["Holt-Winters is a model of time series behavior. Forecasting always requires a model, and Holt-Winters is a way to model three aspects of the time series: ",(0,n.jsx)(i.strong,{children:"a typical value (average), a slope (trend) over time, and a cyclical repeating pattern (seasonality)"}),'. Holt-Winters uses exponential smoothing to encode lots of values from the past and use them to predict "typical" values for the present and future.']}),"\n",(0,n.jsx)(i.p,{children:(0,n.jsx)(i.a,{href:"https://www.vividcortex.com/blog/holt-winters-forecasting-simplified",children:"https://www.vividcortex.com/blog/holt-winters-forecasting-simplified"})}),"\n",(0,n.jsx)(i.p,{children:(0,n.jsx)(i.a,{href:"https://grisha.org/blog/2016/01/29/triple-exponential-smoothing-forecasting",children:"https://grisha.org/blog/2016/01/29/triple-exponential-smoothing-forecasting"})})]})}function d(e={}){const{wrapper:i}={...(0,t.a)(),...e.components};return i?(0,n.jsx)(i,{...e,children:(0,n.jsx)(c,{...e})}):c(e)}},511151:(e,i,s)=>{s.d(i,{Z:()=>a,a:()=>r});var n=s(667294);const t={},o=n.createContext(t);function r(e){const i=n.useContext(o);return n.useMemo((function(){return"function"==typeof e?e(i):{...i,...e}}),[i,e])}function a(e){let i;return i=e.disableParentContext?"function"==typeof e.components?e.components(t):e.components||t:r(e.components),n.createElement(o.Provider,{value:i},e.children)}}}]); \ No newline at end of file diff --git a/assets/js/b06600c9.1ebdb2f7.js b/assets/js/b06600c9.1ebdb2f7.js new file mode 100644 index 00000000000..9cac15113e6 --- /dev/null +++ b/assets/js/b06600c9.1ebdb2f7.js @@ -0,0 +1 @@ +"use strict";(self.webpackChunkdeep_notes=self.webpackChunkdeep_notes||[]).push([[35412],{538283:(e,n,i)=>{i.r(n),i.d(n,{assets:()=>d,contentTitle:()=>r,default:()=>h,frontMatter:()=>s,metadata:()=>o,toc:()=>c});var t=i(785893),a=i(511151);const s={},r="Fixed income",o={id:"economics/mutual-funds/fixed-income",title:"Fixed income",description:"Fixed income refers to any type of investment under which the borrower or issuer is obliged to make payments of a fixed amount on a fixed schedule. For example, the borrower may have to pay interest at a fixed rate once a year, and to repay the principal amount on maturity. Fixed-income securities) can be contrasted with equity securities -- often referred to as stocks and shares -- that create no obligation to pay dividends or any other form of income.",source:"@site/docs/economics/mutual-funds/fixed-income.md",sourceDirName:"economics/mutual-funds",slug:"/economics/mutual-funds/fixed-income",permalink:"/economics/mutual-funds/fixed-income",draft:!1,unlisted:!1,editUrl:"https://github.com/deepaksood619/deepaksood619.github.io/tree/master/docs/economics/mutual-funds/fixed-income.md",tags:[],version:"current",lastUpdatedAt:1729323453,formattedLastUpdatedAt:"Oct 19, 2024",frontMatter:{},sidebar:"tutorialSidebar",previous:{title:"Equity Mutual Funds",permalink:"/economics/mutual-funds/equity-mutual-funds"},next:{title:"Index Investing / ETF",permalink:"/economics/mutual-funds/index-investing-etf"}},d={},c=[{value:"Fixed Income Investment Options",id:"fixed-income-investment-options",level:2},{value:"PPF (Public Provident Fund)",id:"ppf-public-provident-fund",level:2},{value:"EPF Employee Provident Fund",id:"epf-employee-provident-fund",level:2},{value:"Emergency Fund / War Chest / Contingency Kitty",id:"emergency-fund--war-chest--contingency-kitty",level:2},{value:"Long-term emergency funds",id:"long-term-emergency-funds",level:2},{value:"Short-term emergency funds",id:"short-term-emergency-funds",level:2},{value:"Retirement",id:"retirement",level:2},{value:"LIC PMVVY - Papa - 15 lakh (10 years) (expired)",id:"lic-pmvvy---papa---15-lakh-10-years-expired",level:3},{value:"SCSS - senior citizens saving scheme - 30 lakh (8 years) - 8%",id:"scss---senior-citizens-saving-scheme---30-lakh-8-years---8",level:3},{value:"Mahila Samman Saving certificate - 7.5% 2 lakh",id:"mahila-samman-saving-certificate---75-2-lakh",level:3},{value:"Sukanya Samriddhi Yojana (SSY)",id:"sukanya-samriddhi-yojana-ssy",level:3},{value:"NSC (National Savings Certificate) vs Post Office FD",id:"nsc-national-savings-certificate-vs-post-office-fd",level:3},{value:"Annuity",id:"annuity",level:3},{value:"Kisan Vikas Patra",id:"kisan-vikas-patra",level:2},{value:"Bajaj Finance FD / Bajaj Finserv FD",id:"bajaj-finance-fd--bajaj-finserv-fd",level:2},{value:"Links",id:"links",level:2}];function l(e){const n={a:"a",h1:"h1",h2:"h2",h3:"h3",li:"li",p:"p",strong:"strong",ul:"ul",...(0,a.a)(),...e.components};return(0,t.jsxs)(t.Fragment,{children:[(0,t.jsx)(n.h1,{id:"fixed-income",children:"Fixed income"}),"\n",(0,t.jsxs)(n.p,{children:["Fixed income refers to any type of ",(0,t.jsx)(n.a,{href:"https://en.wikipedia.org/wiki/Investment",children:"investment"})," under which the borrower or issuer is obliged to make payments of a fixed amount on a fixed schedule. For example, the borrower may have to pay ",(0,t.jsx)(n.a,{href:"https://en.wikipedia.org/wiki/Interest",children:"interest"})," at a fixed rate once a year, and to repay the principal amount on maturity. Fixed-income ",(0,t.jsx)(n.a,{href:"https://en.wikipedia.org/wiki/Security_(finance)",children:"securities"})," can be contrasted with equity securities -- often referred to as stocks and shares -- that create no obligation to pay dividends or any other form of income."]}),"\n",(0,t.jsxs)(n.p,{children:["In order for a company to grow its business, it often must raise money -- for example, to finance an acquisition; to buy equipment or land; or to invest in new product development. The terms on which investors will finance the company will depend on the risk profile of the company. The company can give up ",(0,t.jsx)(n.a,{href:"https://en.wikipedia.org/wiki/Ownership_equity",children:"equity"})," by issuing stock, or can promise to pay regular ",(0,t.jsx)(n.a,{href:"https://en.wikipedia.org/wiki/Interest",children:"interest"})," and repay the principal on the loan (bonds or bank loans). Fixed-income securities also trade differently than equities. Whereas equities, such as common stock, trade on exchanges or other established trading venues, many fixed-income securities trade over-the-counter on a principal basis."]}),"\n",(0,t.jsxs)(n.p,{children:['The term "fixed" in "fixed income" refers to both the schedule of obligatory payments and the amount. "Fixed income securities" can be distinguished from ',(0,t.jsx)(n.a,{href:"https://en.wikipedia.org/wiki/Inflation-indexed_bond",children:"inflation-indexed bonds"}),", variable-interest rate notes, and the like. If an issuer misses a payment on a fixed income security, the issuer is in ",(0,t.jsx)(n.a,{href:"https://en.wikipedia.org/wiki/Default_(finance)",children:"default"}),", and depending on the relevant law and the structure of the security, the payees may be able to force the issuer into ",(0,t.jsx)(n.a,{href:"https://en.wikipedia.org/wiki/Bankruptcy",children:"bankruptcy"}),". In contrast, if a company misses a quarterly dividend to stock (non-fixed-income) shareholders, there is no violation of any payment covenant, and no default."]}),"\n",(0,t.jsxs)(n.p,{children:["The term fixed income is also applied to a person's income that does not vary materially over time. This can include income derived from fixed-income investments such as bonds and ",(0,t.jsx)(n.a,{href:"https://en.wikipedia.org/wiki/Preferred_stock",children:"preferred stocks"})," or ",(0,t.jsx)(n.a,{href:"https://en.wikipedia.org/wiki/Pension",children:"pensions"}),' that guarantee a fixed income. When pensioners or retirees are dependent on their pension as their dominant source of income, the term "fixed income" can also carry the implication that they have relatively limited ',(0,t.jsx)(n.a,{href:"https://en.wikipedia.org/wiki/Discretionary_income",children:"discretionary income"})," or have little financial freedom to make large or discretionary expenditures."]}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.a,{href:"https://en.wikipedia.org/wiki/Fixed_income",children:"https://en.wikipedia.org/wiki/Fixed_income"})}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.a,{href:"https://economictimes.indiatimes.com/wealth/invest/the-best-way-to-maximise-your-real-post-tax-fixed-income-gains/articleshow/97818650.cms",children:"The best way to maximise your real, post-tax fixed income gains"})}),"\n",(0,t.jsx)(n.h2,{id:"fixed-income-investment-options",children:"Fixed Income Investment Options"}),"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsx)(n.li,{children:"EPF (Increase upto 12% of Basic)"}),"\n",(0,t.jsx)(n.li,{children:"PPF"}),"\n",(0,t.jsx)(n.li,{children:"NPS"}),"\n",(0,t.jsx)(n.li,{children:"Recurring deposits (isave ICICI, bigger deposit allowed)"}),"\n",(0,t.jsx)(n.li,{children:"Fixed deposits"}),"\n",(0,t.jsx)(n.li,{children:"arbitrage mutual funds"}),"\n",(0,t.jsx)(n.li,{children:"money market debt funds"}),"\n",(0,t.jsx)(n.li,{children:"gilt debt funds"}),"\n",(0,t.jsx)(n.li,{children:"short to medium-term bond funds"}),"\n",(0,t.jsx)(n.li,{children:"Bonds"}),"\n",(0,t.jsx)(n.li,{children:"Debentures (good option)"}),"\n",(0,t.jsx)(n.li,{children:(0,t.jsx)(n.a,{href:"https://www.thefixedincome.com",children:"https://www.thefixedincome.com"})}),"\n"]}),"\n",(0,t.jsx)(n.h2,{id:"ppf-public-provident-fund",children:"PPF (Public Provident Fund)"}),"\n",(0,t.jsx)(n.p,{children:"After 15 years"}),"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsx)(n.li,{children:"Close account immediately after 15 years and withdraw the money (tax-free), can open a new account after that"}),"\n",(0,t.jsxs)(n.li,{children:["Extend in a block of 5 years without any contributions (keep getting interest, default)","\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsx)(n.li,{children:"Withdraw any amount"}),"\n",(0,t.jsx)(n.li,{children:"One withdrawal per financial year"}),"\n"]}),"\n"]}),"\n",(0,t.jsxs)(n.li,{children:['Extend in a block of 5 years with contributions (submit "Form H" within 1 year)',"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsx)(n.li,{children:"Withdraw max of 60%"}),"\n",(0,t.jsx)(n.li,{children:"One withdrawal per financial year any amount under 60% limit combined"}),"\n"]}),"\n"]}),"\n"]}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.a,{href:"https://freefincal.com/is-investing-rs-1-5-lakhs-in-ppf-before-april-5th-a-wise-choice/",children:"Is Investing Rs. 1.5 Lakhs in PPF Before April 5th a Wise Choice?"})}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.a,{href:"https://www.youtube.com/watch?v=2vPquiS3wqE",children:"Ep5 -Public Provident Fund 8 Features | Good alternative to EPF?| Investing in Govt Schemes in Hindi - YouTube"})}),"\n",(0,t.jsx)(n.h2,{id:"epf-employee-provident-fund",children:"EPF Employee Provident Fund"}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.a,{href:"https://www.bankbazaar.com/saving-schemes/epf-money-after-resignation.html",children:"How to Get or Withdraw EPF Money After Resignation"})}),"\n",(0,t.jsxs)(n.p,{children:[(0,t.jsx)(n.strong,{children:"Pension fund"})," is a retirement savings plan where a portion of your salary is set aside for your future. The funds are managed by a trustee and typically paid out as a monthly pension after retirement. ",(0,t.jsx)(n.strong,{children:"Provident fund"})," is similar, but the entire balance is paid out as a lump sum, not as a monthly pension."]}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.a,{href:"https://tax2win.in/guide/income-tax-for-pensioners",children:"Income Tax on Pension: Is Pension Taxable? - Tax2win"})}),"\n",(0,t.jsx)(n.h2,{id:"emergency-fund--war-chest--contingency-kitty",children:"Emergency Fund / War Chest / Contingency Kitty"}),"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsxs)(n.li,{children:["30% should be parked in a savings bank account (other than primary account) for easy liquidity ",(0,t.jsx)(n.strong,{children:"(50K)"})]}),"\n",(0,t.jsxs)(n.li,{children:["40-50% should be parked in two or three good liquid funds with insta-redemption facility ",(0,t.jsx)(n.strong,{children:"(100K)"})]}),"\n",(0,t.jsxs)(n.li,{children:["20-30% should be parked in high credit quality money market, corporate bond or banking and PSU debt funds ",(0,t.jsx)(n.strong,{children:"(50K)"})]}),"\n"]}),"\n",(0,t.jsx)(n.p,{children:'For your ease of selection, Paytm Money has created filtered lists comprising of the above mentioned debt fund categories. These are under "Better than Savings Account", "Better than Fixed Deposit" and "High Quality Debt Funds" investment ideas'}),"\n",(0,t.jsx)(n.h2,{id:"long-term-emergency-funds",children:"Long-term emergency funds"}),"\n",(0,t.jsx)(n.p,{children:"This is where you save for large-scale emergencies like a major natural disaster or a sudden medical emergency. This fund should be invested in instruments that allow you to earn a slightly higher rate of interest but may take a couple of days to liquidate."}),"\n",(0,t.jsx)(n.h2,{id:"short-term-emergency-funds",children:"Short-term emergency funds"}),"\n",(0,t.jsx)(n.p,{children:"This is the fund you rush to in cases of emergencies. Such a fund should offer little in terms of interest but allow immediate accessibility, which in case of extreme situations can suffice till you gain access to your long-term emergency funds."}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.a,{href:"https://www.paytmmoney.com/blog/emergency-funds",children:"https://www.paytmmoney.com/blog/emergency-funds"})}),"\n",(0,t.jsx)(n.h2,{id:"retirement",children:"Retirement"}),"\n",(0,t.jsx)(n.h3,{id:"lic-pmvvy---papa---15-lakh-10-years-expired",children:"LIC PMVVY - Papa - 15 lakh (10 years) (expired)"}),"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsx)(n.li,{children:"Last date - March 31, 2023"}),"\n",(0,t.jsx)(n.li,{children:"10K per month"}),"\n",(0,t.jsx)(n.li,{children:(0,t.jsx)(n.a,{href:"https://groww.in/p/savings-schemes/pradhan-mantri-vaya-vandana-yojana",children:"https://groww.in/p/savings-schemes/pradhan-mantri-vaya-vandana-yojana"})}),"\n"]}),"\n",(0,t.jsx)(n.h3,{id:"scss---senior-citizens-saving-scheme---30-lakh-8-years---8",children:"SCSS - senior citizens saving scheme - 30 lakh (8 years) - 8%"}),"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsx)(n.li,{children:(0,t.jsx)(n.strong,{children:"only one time deposit"})}),"\n",(0,t.jsx)(n.li,{children:(0,t.jsx)(n.strong,{children:"no partial withdrawal"})}),"\n",(0,t.jsx)(n.li,{children:"This is allowed only after 1 complete year. After 1 year and before 2 years, 1.5% interest is deducted and the rest is paid out. After 2 years and before Maturity, 1% interest is deducted. After 3 years, premature closure is allowed without any deduction of interest. Use Form E as application for premature account closure."}),"\n",(0,t.jsx)(n.li,{children:"After 5 years. You can extend it further by 3 years but submitting Form B."}),"\n",(0,t.jsx)(n.li,{children:"An extension is allowed only once. (total time period - 8 years)"}),"\n"]}),"\n",(0,t.jsx)(n.p,{children:"A 6% return from arbitrage fund is enough (5.37% post-tax) to beat the 7.75% bonds even without factoring in the one-lakh tax-free gains."}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.a,{href:"https://news.onepercentclub.io/invest/latest-scss-interest-rate-for-senior-citizens/4154/",children:"SCSS Interest Rate FY 2024-25: What can Senior Citizens get now? - The 1% News"})}),"\n",(0,t.jsx)(n.p,{children:"Mis (Monthly Income Scheme) - Limit 9 lakh"}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.a,{href:"https://www.bajajfinserv.in/investments/scss-interest-rate",children:"Senior Citizen Savings Scheme (SCSS) - Interest Rate 2024, Tax Benefits, Eligibility, Rules and Opening SCSS Account"})}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.a,{href:"https://cleartax.in/s/senior-citizen-savings-scheme",children:"Site Unreachable"})}),"\n",(0,t.jsx)(n.h3,{id:"mahila-samman-saving-certificate---75-2-lakh",children:"Mahila Samman Saving certificate - 7.5% 2 lakh"}),"\n",(0,t.jsx)(n.h3,{id:"sukanya-samriddhi-yojana-ssy",children:"Sukanya Samriddhi Yojana (SSY)"}),"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsx)(n.li,{children:"Attractive interest rate of 8%, that is fully exempt from tax under section 80C."}),"\n",(0,t.jsx)(n.li,{children:"Minimum Rs. 250 can be invested in one financial year"}),"\n",(0,t.jsx)(n.li,{children:"Maximum investment of Rs. 1,50,000 can be made in one financial year"}),"\n",(0,t.jsx)(n.li,{children:"If the minimum amount of Rs 250 is not deposited in any financial year , a penalty of Rs 50/- will be charged"}),"\n",(0,t.jsx)(n.li,{children:"Deposits in an account can be made till completion of 14 years, from the date of opening of the account"}),"\n",(0,t.jsx)(n.li,{children:"The account shall mature on completion of 21 years from the date of opening of the account, provided that where the marriage of the account holder takes place before completion of such period of 21 years, the operation of the account shall not be permitted beyond the date of her marriage"}),"\n",(0,t.jsx)(n.li,{children:"Passbook will be issued to customers"}),"\n",(0,t.jsxs)(n.li,{children:["Withdrawal Facility","\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsx)(n.li,{children:"To meet the financial requirements of the account holder for the purpose of higher education and marriage, account holder can avail partial withdrawal facility after attaining 18 years of age"}),"\n",(0,t.jsx)(n.li,{children:"If the beneficiary is married before maturity of account, account has to be closed"}),"\n"]}),"\n"]}),"\n"]}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.a,{href:"https://www.hdfcbank.com/personal/save/accounts/sukanya-samridhi-account",children:"Sukanya Samriddhi Account - Know Scheme Details & Benefits for Your Girl Child | HDFC Bank"})}),"\n",(0,t.jsx)(n.h3,{id:"nsc-national-savings-certificate-vs-post-office-fd",children:"NSC (National Savings Certificate) vs Post Office FD"}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.a,{href:"https://www.youtube.com/shorts/CxZ0FNv7BC8",children:"10 Lakh Investment \ud83d\udcb0 #epmshorts - YouTube"})}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.a,{href:"https://youtu.be/XPY5NOKYD1E",children:"Ep3- National Savings Certificate-7 Features |Should you invest?| Investing in Govt Schemes in Hindi - YouTube"})}),"\n",(0,t.jsx)(n.h3,{id:"annuity",children:"Annuity"}),"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsx)(n.li,{children:"Regular Pay Annuity Plan"}),"\n",(0,t.jsx)(n.li,{children:"Single Pay Immediate Annuity Plan"}),"\n",(0,t.jsx)(n.li,{children:"Single-Pay Deferred Annuity Plan"}),"\n"]}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.a,{href:"https://lifeinsurance.adityabirlacapital.com/retirement-and-pension-plans/absli-guaranteed-annuity-plus",children:"ABSLI Guaranteed Annuity Plus - Guaranteed Income for a Retired Life"})}),"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsx)(n.li,{children:"Give \u20b91 lakh/ month for 5 years and Get \u20b9 4.58 lakhs every year till your life"}),"\n",(0,t.jsx)(n.li,{children:"7.63%"}),"\n"]}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.a,{href:"https://groww.in/blog/best-annuity-plans-in-india",children:"Best Annuity Plans in India 2024"})}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.a,{href:"https://www.policybazaar.com/life-insurance/annuity/",children:"Annuity : Buy Best Annuity Plans in 2024"})}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.a,{href:"https://www.zeebiz.com/personal-finance/news-guaranteed-income-with-tax-benefits-top-5-annuity-plans-in-india-stst-258464",children:"Guaranteed income with tax benefits: Top 5 annuity plans in India"})}),"\n",(0,t.jsx)(n.h2,{id:"kisan-vikas-patra",children:"Kisan Vikas Patra"}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.a,{href:"https://www.youtube.com/watch?v=W2ATVuiZ04w&ab_channel=ZerodhaVarsity",children:"Ep 2 - Kisan Vikas Patra (8 Features) | Who should Invest? | Investing in Govt Schemes in Hindi - YouTube"})}),"\n",(0,t.jsx)(n.h2,{id:"bajaj-finance-fd--bajaj-finserv-fd",children:"Bajaj Finance FD / Bajaj Finserv FD"}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.a,{href:"https://www.bajajfinserv.in/investments/fixed-deposit-application-form",children:"FD interest rates up to 8.65% p.a. | Highest safety ratings | Bajaj Finance Fixed Deposit"})}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.a,{href:"https://www.bajajfinserv.in/investments/avoid-interest-loss-on-premature-fd",children:"Premature FD Withdrawal: Avoid Interest Loss - Bajaj Finance"})}),"\n",(0,t.jsxs)(n.p,{children:["The rate of interest offered on tends to be higher for longer\xa0tenures. An FD with a longer tenure is set to fetch you better returns than a shorter-term FD this is because of the power of compounding. As you can see, a 4-year FD can yield returns up to 8.05% p.a., whereas a 1-year FD would offer 7.40% p.a. which is lower than the former. Also, if you wish to prematurely withdraw your FD, you will be ",(0,t.jsx)(n.strong,{children:"charged interest as per the rate on the day of opening your account for the actual period your account was open."})]}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.a,{href:"https://www.bajajfinserv.in/service-guides/withdraw-your-fd-prematurely-in-my-account",children:"Premature Withdrawal of Fixed Deposit (FD) Online - Bajaj Finance"})}),"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsx)(n.li,{children:"If there\u2019s any unforeseen expense, you can withdraw the funds that you\u2019ve parked in a fixed deposit before its maturity date. This is called the premature withdrawal of a fixed deposit. However, you can raise a request for premature withdrawal after three months from the date of acceptance of the deposit."}),"\n",(0,t.jsx)(n.li,{children:"If you withdraw your FD after three months but before six months from the date of deposit, you\u2019ll only get the principal amount. You won\u2019t get any interest amount in such a case."}),"\n",(0,t.jsx)(n.li,{children:"However, if you choose to prematurely liquidate FD after six months, the interest payable is 2% (per annum)\xa0lower than the interest rate applicable to a public deposit for the period for which it has run."}),"\n",(0,t.jsx)(n.li,{children:"If no rate has been specified for that period, the interest rate payable is 3%\xa0(per annum) lower than the minimum interest rate at which public deposits are accepted by the NBFC."}),"\n"]}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.a,{href:"https://www.bajajfinserv.in/service-guides/withdraw-your-fd-prematurely-in-my-account",children:"Premature Withdrawal of Fixed Deposit (FD) Online - Bajaj Finance"})}),"\n",(0,t.jsx)(n.h2,{id:"links",children:"Links"}),"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsx)(n.li,{children:(0,t.jsx)(n.a,{href:"https://www.youtube.com/watch?v=3Fxuq0jeUkk",children:"5 High Profit, Tax Free Government Investing Options! | Ankur Warikoo Hindi - YouTube"})}),"\n",(0,t.jsx)(n.li,{children:(0,t.jsx)(n.a,{href:"https://www.youtube.com/watch?v=MhpJpPYp9Gc",children:"Fixed Deposit Increase returns by 60% | Fixed deposits masterclass | - YouTube"})}),"\n",(0,t.jsx)(n.li,{children:(0,t.jsx)(n.a,{href:"https://www.youtube.com/watch?v=SghE1NL49Ag",children:"How to book FD @9.5% with bank guarantee? with Excel calculator - YouTube"})}),"\n",(0,t.jsx)(n.li,{children:(0,t.jsx)(n.a,{href:"https://www.youtube.com/watch?v=UQcHYsCcPfY&ab_channel=pranjalkamra",children:"How to get upto 9% returns on FD? - YouTube"})}),"\n",(0,t.jsx)(n.li,{children:(0,t.jsx)(n.a,{href:"https://freefincal.com/how-should-senior-citizens-invest-in-2022/",children:"How should senior citizens invest in 2022?"})}),"\n",(0,t.jsx)(n.li,{children:(0,t.jsx)(n.a,{href:"https://freefincal.com/what-are-some-tax-efficient-alternatives-for-debt-mutual-funds/",children:"What are some tax-efficient alternatives for debt mutual funds?"})}),"\n"]})]})}function h(e={}){const{wrapper:n}={...(0,a.a)(),...e.components};return n?(0,t.jsx)(n,{...e,children:(0,t.jsx)(l,{...e})}):l(e)}},511151:(e,n,i)=>{i.d(n,{Z:()=>o,a:()=>r});var t=i(667294);const a={},s=t.createContext(a);function r(e){const n=t.useContext(s);return t.useMemo((function(){return"function"==typeof e?e(n):{...n,...e}}),[n,e])}function o(e){let n;return n=e.disableParentContext?"function"==typeof e.components?e.components(a):e.components||a:r(e.components),t.createElement(s.Provider,{value:n},e.children)}}}]); \ No newline at end of file diff --git a/assets/js/b06600c9.7125ae5e.js b/assets/js/b06600c9.7125ae5e.js deleted file mode 100644 index 1385db6fe69..00000000000 --- a/assets/js/b06600c9.7125ae5e.js +++ /dev/null @@ -1 +0,0 @@ -"use strict";(self.webpackChunkdeep_notes=self.webpackChunkdeep_notes||[]).push([[35412],{538283:(e,n,i)=>{i.r(n),i.d(n,{assets:()=>d,contentTitle:()=>r,default:()=>h,frontMatter:()=>s,metadata:()=>o,toc:()=>c});var t=i(785893),a=i(511151);const s={},r="Fixed income",o={id:"economics/mutual-funds/fixed-income",title:"Fixed income",description:"Fixed income refers to any type of investment under which the borrower or issuer is obliged to make payments of a fixed amount on a fixed schedule. For example, the borrower may have to pay interest at a fixed rate once a year, and to repay the principal amount on maturity. Fixed-income securities) can be contrasted with equity securities -- often referred to as stocks and shares -- that create no obligation to pay dividends or any other form of income.",source:"@site/docs/economics/mutual-funds/fixed-income.md",sourceDirName:"economics/mutual-funds",slug:"/economics/mutual-funds/fixed-income",permalink:"/economics/mutual-funds/fixed-income",draft:!1,unlisted:!1,editUrl:"https://github.com/deepaksood619/deepaksood619.github.io/tree/master/docs/economics/mutual-funds/fixed-income.md",tags:[],version:"current",lastUpdatedAt:1726516705,formattedLastUpdatedAt:"Sep 16, 2024",frontMatter:{},sidebar:"tutorialSidebar",previous:{title:"Equity Mutual Funds",permalink:"/economics/mutual-funds/equity-mutual-funds"},next:{title:"Index Investing / ETF",permalink:"/economics/mutual-funds/index-investing-etf"}},d={},c=[{value:"Fixed Income Investment Options",id:"fixed-income-investment-options",level:2},{value:"PPF (Public Provident Fund)",id:"ppf-public-provident-fund",level:2},{value:"EPF Employee Provident Fund",id:"epf-employee-provident-fund",level:2},{value:"Emergency Fund / War Chest / Contingency Kitty",id:"emergency-fund--war-chest--contingency-kitty",level:2},{value:"Long-term emergency funds",id:"long-term-emergency-funds",level:2},{value:"Short-term emergency funds",id:"short-term-emergency-funds",level:2},{value:"Retirement",id:"retirement",level:2},{value:"LIC PMVVY - Papa - 15 lakh (10 years) (expired)",id:"lic-pmvvy---papa---15-lakh-10-years-expired",level:3},{value:"SCSS - senior citizens saving scheme - 30 lakh (8 years) - 8%",id:"scss---senior-citizens-saving-scheme---30-lakh-8-years---8",level:3},{value:"Mahila Samman Saving certificate - 7.5% 2 lakh",id:"mahila-samman-saving-certificate---75-2-lakh",level:3},{value:"Sukanya Samriddhi Yojana (SSY)",id:"sukanya-samriddhi-yojana-ssy",level:3},{value:"NSC (National Savings Certificate) vs Post Office FD",id:"nsc-national-savings-certificate-vs-post-office-fd",level:3},{value:"Annuity",id:"annuity",level:3},{value:"Kisan Vikas Patra",id:"kisan-vikas-patra",level:2},{value:"Bajaj Finance FD / Bajaj Finserv FD",id:"bajaj-finance-fd--bajaj-finserv-fd",level:2},{value:"Links",id:"links",level:2}];function l(e){const n={a:"a",h1:"h1",h2:"h2",h3:"h3",li:"li",p:"p",strong:"strong",ul:"ul",...(0,a.a)(),...e.components};return(0,t.jsxs)(t.Fragment,{children:[(0,t.jsx)(n.h1,{id:"fixed-income",children:"Fixed income"}),"\n",(0,t.jsxs)(n.p,{children:["Fixed income refers to any type of ",(0,t.jsx)(n.a,{href:"https://en.wikipedia.org/wiki/Investment",children:"investment"})," under which the borrower or issuer is obliged to make payments of a fixed amount on a fixed schedule. For example, the borrower may have to pay ",(0,t.jsx)(n.a,{href:"https://en.wikipedia.org/wiki/Interest",children:"interest"})," at a fixed rate once a year, and to repay the principal amount on maturity. Fixed-income ",(0,t.jsx)(n.a,{href:"https://en.wikipedia.org/wiki/Security_(finance)",children:"securities"})," can be contrasted with equity securities -- often referred to as stocks and shares -- that create no obligation to pay dividends or any other form of income."]}),"\n",(0,t.jsxs)(n.p,{children:["In order for a company to grow its business, it often must raise money -- for example, to finance an acquisition; to buy equipment or land; or to invest in new product development. The terms on which investors will finance the company will depend on the risk profile of the company. The company can give up ",(0,t.jsx)(n.a,{href:"https://en.wikipedia.org/wiki/Ownership_equity",children:"equity"})," by issuing stock, or can promise to pay regular ",(0,t.jsx)(n.a,{href:"https://en.wikipedia.org/wiki/Interest",children:"interest"})," and repay the principal on the loan (bonds or bank loans). Fixed-income securities also trade differently than equities. Whereas equities, such as common stock, trade on exchanges or other established trading venues, many fixed-income securities trade over-the-counter on a principal basis."]}),"\n",(0,t.jsxs)(n.p,{children:['The term "fixed" in "fixed income" refers to both the schedule of obligatory payments and the amount. "Fixed income securities" can be distinguished from ',(0,t.jsx)(n.a,{href:"https://en.wikipedia.org/wiki/Inflation-indexed_bond",children:"inflation-indexed bonds"}),", variable-interest rate notes, and the like. If an issuer misses a payment on a fixed income security, the issuer is in ",(0,t.jsx)(n.a,{href:"https://en.wikipedia.org/wiki/Default_(finance)",children:"default"}),", and depending on the relevant law and the structure of the security, the payees may be able to force the issuer into ",(0,t.jsx)(n.a,{href:"https://en.wikipedia.org/wiki/Bankruptcy",children:"bankruptcy"}),". In contrast, if a company misses a quarterly dividend to stock (non-fixed-income) shareholders, there is no violation of any payment covenant, and no default."]}),"\n",(0,t.jsxs)(n.p,{children:["The term fixed income is also applied to a person's income that does not vary materially over time. This can include income derived from fixed-income investments such as bonds and ",(0,t.jsx)(n.a,{href:"https://en.wikipedia.org/wiki/Preferred_stock",children:"preferred stocks"})," or ",(0,t.jsx)(n.a,{href:"https://en.wikipedia.org/wiki/Pension",children:"pensions"}),' that guarantee a fixed income. When pensioners or retirees are dependent on their pension as their dominant source of income, the term "fixed income" can also carry the implication that they have relatively limited ',(0,t.jsx)(n.a,{href:"https://en.wikipedia.org/wiki/Discretionary_income",children:"discretionary income"})," or have little financial freedom to make large or discretionary expenditures."]}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.a,{href:"https://en.wikipedia.org/wiki/Fixed_income",children:"https://en.wikipedia.org/wiki/Fixed_income"})}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.a,{href:"https://economictimes.indiatimes.com/wealth/invest/the-best-way-to-maximise-your-real-post-tax-fixed-income-gains/articleshow/97818650.cms",children:"The best way to maximise your real, post-tax fixed income gains"})}),"\n",(0,t.jsx)(n.h2,{id:"fixed-income-investment-options",children:"Fixed Income Investment Options"}),"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsx)(n.li,{children:"EPF (Increase upto 12% of Basic)"}),"\n",(0,t.jsx)(n.li,{children:"PPF"}),"\n",(0,t.jsx)(n.li,{children:"NPS"}),"\n",(0,t.jsx)(n.li,{children:"Recurring deposits (isave ICICI, bigger deposit allowed)"}),"\n",(0,t.jsx)(n.li,{children:"Fixed deposits"}),"\n",(0,t.jsx)(n.li,{children:"arbitrage mutual funds"}),"\n",(0,t.jsx)(n.li,{children:"money market debt funds"}),"\n",(0,t.jsx)(n.li,{children:"gilt debt funds"}),"\n",(0,t.jsx)(n.li,{children:"short to medium-term bond funds"}),"\n",(0,t.jsx)(n.li,{children:"Bonds"}),"\n",(0,t.jsx)(n.li,{children:"Debentures (good option)"}),"\n",(0,t.jsx)(n.li,{children:(0,t.jsx)(n.a,{href:"https://www.thefixedincome.com",children:"https://www.thefixedincome.com"})}),"\n"]}),"\n",(0,t.jsx)(n.h2,{id:"ppf-public-provident-fund",children:"PPF (Public Provident Fund)"}),"\n",(0,t.jsx)(n.p,{children:"After 15 years"}),"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsx)(n.li,{children:"Close account immediately after 15 years and withdraw the money (tax-free), can open a new account after that"}),"\n",(0,t.jsxs)(n.li,{children:["Extend in a block of 5 years without any contributions (keep getting interest, default)","\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsx)(n.li,{children:"Withdraw any amount"}),"\n",(0,t.jsx)(n.li,{children:"One withdrawal per financial year"}),"\n"]}),"\n"]}),"\n",(0,t.jsxs)(n.li,{children:['Extend in a block of 5 years with contributions (submit "Form H" within 1 year)',"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsx)(n.li,{children:"Withdraw max of 60%"}),"\n",(0,t.jsx)(n.li,{children:"One withdrawal per financial year any amount under 60% limit combined"}),"\n"]}),"\n"]}),"\n"]}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.a,{href:"https://freefincal.com/is-investing-rs-1-5-lakhs-in-ppf-before-april-5th-a-wise-choice/",children:"Is Investing Rs. 1.5 Lakhs in PPF Before April 5th a Wise Choice?"})}),"\n",(0,t.jsx)(n.h2,{id:"epf-employee-provident-fund",children:"EPF Employee Provident Fund"}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.a,{href:"https://www.bankbazaar.com/saving-schemes/epf-money-after-resignation.html",children:"How to Get or Withdraw EPF Money After Resignation"})}),"\n",(0,t.jsxs)(n.p,{children:[(0,t.jsx)(n.strong,{children:"Pension fund"})," is a retirement savings plan where a portion of your salary is set aside for your future. The funds are managed by a trustee and typically paid out as a monthly pension after retirement. ",(0,t.jsx)(n.strong,{children:"Provident fund"})," is similar, but the entire balance is paid out as a lump sum, not as a monthly pension."]}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.a,{href:"https://tax2win.in/guide/income-tax-for-pensioners",children:"Income Tax on Pension: Is Pension Taxable? - Tax2win"})}),"\n",(0,t.jsx)(n.h2,{id:"emergency-fund--war-chest--contingency-kitty",children:"Emergency Fund / War Chest / Contingency Kitty"}),"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsxs)(n.li,{children:["30% should be parked in a savings bank account (other than primary account) for easy liquidity ",(0,t.jsx)(n.strong,{children:"(50K)"})]}),"\n",(0,t.jsxs)(n.li,{children:["40-50% should be parked in two or three good liquid funds with insta-redemption facility ",(0,t.jsx)(n.strong,{children:"(100K)"})]}),"\n",(0,t.jsxs)(n.li,{children:["20-30% should be parked in high credit quality money market, corporate bond or banking and PSU debt funds ",(0,t.jsx)(n.strong,{children:"(50K)"})]}),"\n"]}),"\n",(0,t.jsx)(n.p,{children:'For your ease of selection, Paytm Money has created filtered lists comprising of the above mentioned debt fund categories. These are under "Better than Savings Account", "Better than Fixed Deposit" and "High Quality Debt Funds" investment ideas'}),"\n",(0,t.jsx)(n.h2,{id:"long-term-emergency-funds",children:"Long-term emergency funds"}),"\n",(0,t.jsx)(n.p,{children:"This is where you save for large-scale emergencies like a major natural disaster or a sudden medical emergency. This fund should be invested in instruments that allow you to earn a slightly higher rate of interest but may take a couple of days to liquidate."}),"\n",(0,t.jsx)(n.h2,{id:"short-term-emergency-funds",children:"Short-term emergency funds"}),"\n",(0,t.jsx)(n.p,{children:"This is the fund you rush to in cases of emergencies. Such a fund should offer little in terms of interest but allow immediate accessibility, which in case of extreme situations can suffice till you gain access to your long-term emergency funds."}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.a,{href:"https://www.paytmmoney.com/blog/emergency-funds",children:"https://www.paytmmoney.com/blog/emergency-funds"})}),"\n",(0,t.jsx)(n.h2,{id:"retirement",children:"Retirement"}),"\n",(0,t.jsx)(n.h3,{id:"lic-pmvvy---papa---15-lakh-10-years-expired",children:"LIC PMVVY - Papa - 15 lakh (10 years) (expired)"}),"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsx)(n.li,{children:"Last date - March 31, 2023"}),"\n",(0,t.jsx)(n.li,{children:"10K per month"}),"\n",(0,t.jsx)(n.li,{children:(0,t.jsx)(n.a,{href:"https://groww.in/p/savings-schemes/pradhan-mantri-vaya-vandana-yojana",children:"https://groww.in/p/savings-schemes/pradhan-mantri-vaya-vandana-yojana"})}),"\n"]}),"\n",(0,t.jsx)(n.h3,{id:"scss---senior-citizens-saving-scheme---30-lakh-8-years---8",children:"SCSS - senior citizens saving scheme - 30 lakh (8 years) - 8%"}),"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsx)(n.li,{children:(0,t.jsx)(n.strong,{children:"only one time deposit"})}),"\n",(0,t.jsx)(n.li,{children:(0,t.jsx)(n.strong,{children:"no partial withdrawal"})}),"\n",(0,t.jsx)(n.li,{children:"This is allowed only after 1 complete year. After 1 year and before 2 years, 1.5% interest is deducted and the rest is paid out. After 2 years and before Maturity, 1% interest is deducted. After 3 years, premature closure is allowed without any deduction of interest. Use Form E as application for premature account closure."}),"\n",(0,t.jsx)(n.li,{children:"After 5 years. You can extend it further by 3 years but submitting Form B."}),"\n",(0,t.jsx)(n.li,{children:"An extension is allowed only once. (total time period - 8 years)"}),"\n"]}),"\n",(0,t.jsx)(n.p,{children:"A 6% return from arbitrage fund is enough (5.37% post-tax) to beat the 7.75% bonds even without factoring in the one-lakh tax-free gains."}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.a,{href:"https://news.onepercentclub.io/invest/latest-scss-interest-rate-for-senior-citizens/4154/",children:"SCSS Interest Rate FY 2024-25: What can Senior Citizens get now? - The 1% News"})}),"\n",(0,t.jsx)(n.p,{children:"Mis (Monthly Income Scheme) - Limit 9 lakh"}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.a,{href:"https://www.bajajfinserv.in/investments/scss-interest-rate",children:"Senior Citizen Savings Scheme (SCSS) - Interest Rate 2024, Tax Benefits, Eligibility, Rules and Opening SCSS Account"})}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.a,{href:"https://cleartax.in/s/senior-citizen-savings-scheme",children:"Site Unreachable"})}),"\n",(0,t.jsx)(n.h3,{id:"mahila-samman-saving-certificate---75-2-lakh",children:"Mahila Samman Saving certificate - 7.5% 2 lakh"}),"\n",(0,t.jsx)(n.h3,{id:"sukanya-samriddhi-yojana-ssy",children:"Sukanya Samriddhi Yojana (SSY)"}),"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsx)(n.li,{children:"Attractive interest rate of 8%, that is fully exempt from tax under section 80C."}),"\n",(0,t.jsx)(n.li,{children:"Minimum Rs. 250 can be invested in one financial year"}),"\n",(0,t.jsx)(n.li,{children:"Maximum investment of Rs. 1,50,000 can be made in one financial year"}),"\n",(0,t.jsx)(n.li,{children:"If the minimum amount of Rs 250 is not deposited in any financial year , a penalty of Rs 50/- will be charged"}),"\n",(0,t.jsx)(n.li,{children:"Deposits in an account can be made till completion of 14 years, from the date of opening of the account"}),"\n",(0,t.jsx)(n.li,{children:"The account shall mature on completion of 21 years from the date of opening of the account, provided that where the marriage of the account holder takes place before completion of such period of 21 years, the operation of the account shall not be permitted beyond the date of her marriage"}),"\n",(0,t.jsx)(n.li,{children:"Passbook will be issued to customers"}),"\n",(0,t.jsxs)(n.li,{children:["Withdrawal Facility","\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsx)(n.li,{children:"To meet the financial requirements of the account holder for the purpose of higher education and marriage, account holder can avail partial withdrawal facility after attaining 18 years of age"}),"\n",(0,t.jsx)(n.li,{children:"If the beneficiary is married before maturity of account, account has to be closed"}),"\n"]}),"\n"]}),"\n"]}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.a,{href:"https://www.hdfcbank.com/personal/save/accounts/sukanya-samridhi-account",children:"Sukanya Samriddhi Account - Know Scheme Details & Benefits for Your Girl Child | HDFC Bank"})}),"\n",(0,t.jsx)(n.h3,{id:"nsc-national-savings-certificate-vs-post-office-fd",children:"NSC (National Savings Certificate) vs Post Office FD"}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.a,{href:"https://www.youtube.com/shorts/CxZ0FNv7BC8",children:"10 Lakh Investment \ud83d\udcb0 #epmshorts - YouTube"})}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.a,{href:"https://youtu.be/XPY5NOKYD1E",children:"Ep3- National Savings Certificate-7 Features |Should you invest?| Investing in Govt Schemes in Hindi - YouTube"})}),"\n",(0,t.jsx)(n.h3,{id:"annuity",children:"Annuity"}),"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsx)(n.li,{children:"Regular Pay Annuity Plan"}),"\n",(0,t.jsx)(n.li,{children:"Single Pay Immediate Annuity Plan"}),"\n",(0,t.jsx)(n.li,{children:"Single-Pay Deferred Annuity Plan"}),"\n"]}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.a,{href:"https://lifeinsurance.adityabirlacapital.com/retirement-and-pension-plans/absli-guaranteed-annuity-plus",children:"ABSLI Guaranteed Annuity Plus - Guaranteed Income for a Retired Life"})}),"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsx)(n.li,{children:"Give \u20b91 lakh/ month for 5 years and Get \u20b9 4.58 lakhs every year till your life"}),"\n",(0,t.jsx)(n.li,{children:"7.63%"}),"\n"]}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.a,{href:"https://groww.in/blog/best-annuity-plans-in-india",children:"Best Annuity Plans in India 2024"})}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.a,{href:"https://www.policybazaar.com/life-insurance/annuity/",children:"Annuity : Buy Best Annuity Plans in 2024"})}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.a,{href:"https://www.zeebiz.com/personal-finance/news-guaranteed-income-with-tax-benefits-top-5-annuity-plans-in-india-stst-258464",children:"Guaranteed income with tax benefits: Top 5 annuity plans in India"})}),"\n",(0,t.jsx)(n.h2,{id:"kisan-vikas-patra",children:"Kisan Vikas Patra"}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.a,{href:"https://www.youtube.com/watch?v=W2ATVuiZ04w&ab_channel=ZerodhaVarsity",children:"Ep 2 - Kisan Vikas Patra (8 Features) | Who should Invest? | Investing in Govt Schemes in Hindi - YouTube"})}),"\n",(0,t.jsx)(n.h2,{id:"bajaj-finance-fd--bajaj-finserv-fd",children:"Bajaj Finance FD / Bajaj Finserv FD"}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.a,{href:"https://www.bajajfinserv.in/investments/fixed-deposit-application-form",children:"FD interest rates up to 8.65% p.a. | Highest safety ratings | Bajaj Finance Fixed Deposit"})}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.a,{href:"https://www.bajajfinserv.in/investments/avoid-interest-loss-on-premature-fd",children:"Premature FD Withdrawal: Avoid Interest Loss - Bajaj Finance"})}),"\n",(0,t.jsxs)(n.p,{children:["The rate of interest offered on tends to be higher for longer\xa0tenures. An FD with a longer tenure is set to fetch you better returns than a shorter-term FD this is because of the power of compounding. As you can see, a 4-year FD can yield returns up to 8.05% p.a., whereas a 1-year FD would offer 7.40% p.a. which is lower than the former. Also, if you wish to prematurely withdraw your FD, you will be ",(0,t.jsx)(n.strong,{children:"charged interest as per the rate on the day of opening your account for the actual period your account was open."})]}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.a,{href:"https://www.bajajfinserv.in/service-guides/withdraw-your-fd-prematurely-in-my-account",children:"Premature Withdrawal of Fixed Deposit (FD) Online - Bajaj Finance"})}),"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsx)(n.li,{children:"If there\u2019s any unforeseen expense, you can withdraw the funds that you\u2019ve parked in a fixed deposit before its maturity date. This is called the premature withdrawal of a fixed deposit. However, you can raise a request for premature withdrawal after three months from the date of acceptance of the deposit."}),"\n",(0,t.jsx)(n.li,{children:"If you withdraw your FD after three months but before six months from the date of deposit, you\u2019ll only get the principal amount. You won\u2019t get any interest amount in such a case."}),"\n",(0,t.jsx)(n.li,{children:"However, if you choose to prematurely liquidate FD after six months, the interest payable is 2% (per annum)\xa0lower than the interest rate applicable to a public deposit for the period for which it has run."}),"\n",(0,t.jsx)(n.li,{children:"If no rate has been specified for that period, the interest rate payable is 3%\xa0(per annum) lower than the minimum interest rate at which public deposits are accepted by the NBFC."}),"\n"]}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.a,{href:"https://www.bajajfinserv.in/service-guides/withdraw-your-fd-prematurely-in-my-account",children:"Premature Withdrawal of Fixed Deposit (FD) Online - Bajaj Finance"})}),"\n",(0,t.jsx)(n.h2,{id:"links",children:"Links"}),"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsx)(n.li,{children:(0,t.jsx)(n.a,{href:"https://www.youtube.com/watch?v=3Fxuq0jeUkk",children:"5 High Profit, Tax Free Government Investing Options! | Ankur Warikoo Hindi - YouTube"})}),"\n",(0,t.jsx)(n.li,{children:(0,t.jsx)(n.a,{href:"https://www.youtube.com/watch?v=MhpJpPYp9Gc",children:"Fixed Deposit Increase returns by 60% | Fixed deposits masterclass | - YouTube"})}),"\n",(0,t.jsx)(n.li,{children:(0,t.jsx)(n.a,{href:"https://www.youtube.com/watch?v=SghE1NL49Ag",children:"How to book FD @9.5% with bank guarantee? with Excel calculator - YouTube"})}),"\n",(0,t.jsx)(n.li,{children:(0,t.jsx)(n.a,{href:"https://www.youtube.com/watch?v=UQcHYsCcPfY&ab_channel=pranjalkamra",children:"How to get upto 9% returns on FD? - YouTube"})}),"\n",(0,t.jsx)(n.li,{children:(0,t.jsx)(n.a,{href:"https://freefincal.com/how-should-senior-citizens-invest-in-2022/",children:"How should senior citizens invest in 2022?"})}),"\n",(0,t.jsx)(n.li,{children:(0,t.jsx)(n.a,{href:"https://freefincal.com/what-are-some-tax-efficient-alternatives-for-debt-mutual-funds/",children:"What are some tax-efficient alternatives for debt mutual funds?"})}),"\n"]})]})}function h(e={}){const{wrapper:n}={...(0,a.a)(),...e.components};return n?(0,t.jsx)(n,{...e,children:(0,t.jsx)(l,{...e})}):l(e)}},511151:(e,n,i)=>{i.d(n,{Z:()=>o,a:()=>r});var t=i(667294);const a={},s=t.createContext(a);function r(e){const n=t.useContext(s);return t.useMemo((function(){return"function"==typeof e?e(n):{...n,...e}}),[n,e])}function o(e){let n;return n=e.disableParentContext?"function"==typeof e.components?e.components(a):e.components||a:r(e.components),t.createElement(s.Provider,{value:n},e.children)}}}]); \ No newline at end of file diff --git a/assets/js/b30e2a0c.29bc40da.js b/assets/js/b30e2a0c.29bc40da.js new file mode 100644 index 00000000000..a1f34e59825 --- /dev/null +++ b/assets/js/b30e2a0c.29bc40da.js @@ -0,0 +1 @@ +"use strict";(self.webpackChunkdeep_notes=self.webpackChunkdeep_notes||[]).push([[99566],{892560:(n,e,i)=>{i.r(e),i.d(e,{assets:()=>d,contentTitle:()=>s,default:()=>h,frontMatter:()=>l,metadata:()=>t,toc:()=>o});var r=i(785893),a=i(511151);const l={},s="Important Dates / Timelines",t={id:"knowledge/general/important-dates-timelines",title:"Important Dates / Timelines",description:"| | |",source:"@site/docs/knowledge/general/important-dates-timelines.md",sourceDirName:"knowledge/general",slug:"/knowledge/general/important-dates-timelines",permalink:"/knowledge/general/important-dates-timelines",draft:!1,unlisted:!1,editUrl:"https://github.com/deepaksood619/deepaksood619.github.io/tree/master/docs/knowledge/general/important-dates-timelines.md",tags:[],version:"current",lastUpdatedAt:1729278358,formattedLastUpdatedAt:"Oct 18, 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In CloudFront, this is typically done when you need to force the CDN to fetch the latest content from your origin server."}),"\n",(0,t.jsx)(n.p,{children:"To invalidate cached content, you can use the AWS Management Console or AWS CLI. Here is an example using the AWS CLI:"}),"\n",(0,t.jsx)(n.pre,{children:(0,t.jsx)(n.code,{className:"language-sh",children:"// Invalidate a single file\naws cloudfront create-invalidation --distribution-id YOUR_DISTRIBUTION_ID --paths /path/to/your/file.ext\n\n// Invalidate multiple files\naws cloudfront create-invalidation --distribution-id YOUR_DISTRIBUTION_ID --paths /path/to/your/file.ext /path/to/another/file.ext\n\n// Invalidate all files\naws cloudfront create-invalidation --distribution-id YOUR_DISTRIBUTION_ID --paths '/*'\n"})}),"\n",(0,t.jsx)(n.p,{children:"While invalidation is a powerful tool, it should be used judiciously since it can increase load on your origin and may incur additional costs if done frequently. 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Also it can take inputs up to 10K tokens in each prompt."}),"\n",(0,i.jsx)(t.li,{children:"In simpler terms, an LLM is a computer program that has been fed enough examples to be able to recognize and interpret human language or other types of complex data."}),"\n",(0,i.jsx)(t.li,{children:"Quality of the samples impacts how well LLMs will learn natural language, so an LLM's programmers may use a more curated data set."}),"\n"]}),"\n",(0,i.jsx)(t.h2,{id:"types",children:"Types"}),"\n",(0,i.jsx)(t.h3,{id:"base-llm",children:"Base LLM"}),"\n",(0,i.jsxs)(t.ul,{children:["\n",(0,i.jsx)(t.li,{children:"Predicts next word, based on text training data"}),"\n",(0,i.jsx)(t.li,{children:"Prompt - What is the capital of France?"}),"\n",(0,i.jsx)(t.li,{children:"Ans - What is France's largest city?"}),"\n",(0,i.jsx)(t.li,{children:"Ans - What is France's population?"}),"\n"]}),"\n",(0,i.jsx)(t.h3,{id:"instruction-tuned-llm",children:"Instruction Tuned LLM"}),"\n",(0,i.jsxs)(t.ul,{children:["\n",(0,i.jsx)(t.li,{children:"Tries to follow instructions"}),"\n",(0,i.jsx)(t.li,{children:"Fine-tune on instructions and good attempts at following those instructions."}),"\n",(0,i.jsxs)(t.li,{children:["RLHF: Reinforcement Learning with Human Feedback - ",(0,i.jsx)(t.a,{href:"https://labelstud.io/blog/human-feedback-in-ai/",children:"Human Feedback in AI: The Essential Ingredient for Success | Label Studio"})," ",(0,i.jsx)(t.a,{href:"https://labelstud.io/blog/create-a-high-quality-rlhf-dataset/",children:"Create a High-Quality Dataset for RLHF | Label Studio"})]}),"\n",(0,i.jsx)(t.li,{children:"Helpful, Honest, Harmless"}),"\n",(0,i.jsx)(t.li,{children:"Prompt - What is the capital of France?"}),"\n",(0,i.jsx)(t.li,{children:"Ans - The capital of France is Paris."}),"\n"]}),"\n",(0,i.jsx)(t.h2,{id:"gpt-3--gpt-4",children:"GPT-3 / GPT-4"}),"\n",(0,i.jsx)(t.p,{children:"Generative Pre-trained Transformer 3 (GPT-3) is an autoregressive language model that uses deep learning to produce human-like text. 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The model demonstrated strong ',(0,i.jsx)(t.a,{href:"https://en.wikipedia.org/wiki/Few-shot_learning",children:"few-shot learning"})," on many text-based tasks."]}),"\n",(0,i.jsx)(t.h2,{id:"past-present--future",children:"Past Present & Future"}),"\n",(0,i.jsxs)(t.ul,{children:["\n",(0,i.jsx)(t.li,{children:(0,i.jsx)(t.a,{href:"https://www.youtube.com/watch?v=-JYbMh4xEos",children:'"The Past, Present, and Future of GenAI" - Yariv Adan, Google - KEYNOTE at PMF23 - YouTube'})}),"\n",(0,i.jsx)(t.li,{children:(0,i.jsx)(t.a,{href:"https://www.slideshare.net/slideshow/genaipdf/260536464",children:"Generative AI: Past, Present, and Future \u2013 A Practitioner's Perspective | PPT"})}),"\n"]}),"\n",(0,i.jsx)(t.h2,{id:"datasets",children:"Datasets"}),"\n",(0,i.jsxs)(t.p,{children:[(0,i.jsx)(t.a,{href:"https://paperswithcode.com/dataset/mmlu",children:"MMLU Dataset | Papers With Code"})," - Massive Multitask Language Understanding"]}),"\n",(0,i.jsx)(t.h2,{id:"links",children:"Links"}),"\n",(0,i.jsxs)(t.ul,{children:["\n",(0,i.jsx)(t.li,{children:(0,i.jsx)(t.a,{href:"https://medium.com/@imicknl/how-to-create-a-private-chatgpt-with-your-own-data-15754e6378a1",children:"How to create a private ChatGPT with your own data | by Mick Vleeshouwer | Mar, 2023 | Medium"})}),"\n",(0,i.jsx)(t.li,{children:(0,i.jsx)(t.a,{href:"https://www.youtube.com/watch?v=vnzt4lwzbXU",children:"I Built a Hedge Fund Run by AI Agents - YouTube"})}),"\n",(0,i.jsx)(t.li,{children:(0,i.jsx)(t.a,{href:"https://www.youtube.com/watch?v=bZQun8Y4L2A",children:"State of GPT | BRK216HFS - YouTube"})}),"\n",(0,i.jsx)(t.li,{children:(0,i.jsx)(t.a,{href:"https://www.youtube.com/watch?v=bk-nQ7HF6k4",children:"EMERGENCY EPISODE: Ex-Google Officer Finally Speaks Out On The Dangers Of AI! - Mo Gawdat | E252 - YouTube"})}),"\n",(0,i.jsx)(t.li,{children:(0,i.jsx)(t.a,{href:"https://www.youtube.com/watch?v=GmlrEgLGozw",children:"WARNING: ChatGPT Could Be The Start Of The End! Sam Harris - YouTube"})}),"\n",(0,i.jsx)(t.li,{children:(0,i.jsx)(t.a,{href:"https://www.linkedin.com/pulse/getting-started-llms-guide-resources-opportunities-wendy-ran-wei/",children:"Getting Started with LLMs: A Quick Guide to Resources and Opportunities"})}),"\n",(0,i.jsx)(t.li,{children:(0,i.jsx)(t.a,{href:"https://www.youtube.com/watch?v=J9nJh33GM-w",children:"DoctorGPT: Offline & Passes Medical Exams! - YouTube"})}),"\n",(0,i.jsx)(t.li,{children:(0,i.jsx)(t.a,{href:"https://www.youtube.com/watch?v=eZsVDMsBTCQ",children:"The AI-Powered Tools Supercharging Your Imagination | Bilawal Sidhu | TED - YouTube"})}),"\n",(0,i.jsx)(t.li,{children:(0,i.jsx)(t.a,{href:"https://www.youtube.com/watch?v=MNFeJNUu074",children:"The True Cost of Compute - YouTube"})}),"\n",(0,i.jsx)(t.li,{children:(0,i.jsx)(t.a,{href:"https://www.stateof.ai/",children:"Welcome to State of AI Report 2023"})}),"\n",(0,i.jsx)(t.li,{children:(0,i.jsx)(t.a,{href:"https://docs.google.com/presentation/d/156WpBF_rGvf4Ecg19oM1fyR51g4FAmHV3Zs0WLukrLQ/edit",children:"State of AI Report 2023 - ONLINE - Google Slides"})}),"\n",(0,i.jsx)(t.li,{children:(0,i.jsx)(t.a,{href:"https://bizit.substack.com/p/29-ai-evolution-from-alexnet-to-generative",children:"[#29] AI Evolution: From AlexNet to Generative AI - Redefining the Paradigm of Software Development"})}),"\n",(0,i.jsx)(t.li,{children:(0,i.jsx)(t.a,{href:"https://www.semianalysis.com/p/google-we-have-no-moat-and-neither",children:'Google "We Have No Moat, And Neither Does OpenAI"'})}),"\n",(0,i.jsx)(t.li,{children:(0,i.jsx)(t.a,{href:"https://www.youtube.com/watch?v=Ahh92qtRwos&ab_channel=DavidShapiro",children:"AGI-Proof Jobs: Navigating the Impending Obsolescence of Human Labor in the Age of AGI - YouTube"})}),"\n",(0,i.jsx)(t.li,{children:(0,i.jsx)(t.a,{href:"https://www.understandingai.org/p/a-deepmind-ai-rivals-the-worlds-smartest",children:"A DeepMind AI rivals the world's smartest high schoolers at geometry"})}),"\n",(0,i.jsx)(t.li,{children:(0,i.jsx)(t.a,{href:"https://www.quantamagazine.org/new-theory-suggests-chatbots-can-understand-text-20240122/",children:"New Theory Suggests Chatbots Can Understand Text | Quanta Magazine"})}),"\n",(0,i.jsx)(t.li,{children:(0,i.jsx)(t.a,{href:"https://www.understandingai.org/p/the-case-forand-againstrapid-ai-driven",children:"The case for-and against-rapid AI-driven growth"})}),"\n",(0,i.jsx)(t.li,{children:(0,i.jsx)(t.a,{href:"https://huyenchip.com/2024/03/14/ai-oss.html",children:"What I learned from looking at 900 most popular open source AI tools"})}),"\n",(0,i.jsx)(t.li,{children:(0,i.jsx)(t.a,{href:"https://www.youtube.com/watch?v=C5tCaeOkpps",children:"Exploring GaiaNet: The Future of Decentralized AI | The Perfect Blend of Web 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Google"})}),"\n",(0,i.jsx)(t.li,{children:(0,i.jsx)(t.a,{href:"https://papers.ssrn.com/sol3/papers.cfm?abstract_id=4835311",children:"Financial Statement Analysis with Large Language Models"})}),"\n",(0,i.jsx)(t.li,{children:(0,i.jsx)(t.a,{href:"https://www.youtube.com/watch?v=rpe7eAR90Ko",children:"Scaling Meta\u2019s Infra with GenAI: Journey to faster and smarter Incident Response - YouTube"})}),"\n",(0,i.jsx)(t.li,{children:(0,i.jsxs)(t.a,{href:"https://www.youtube.com/watch?v=I22pIUSgseA",children:["AWS re",":Invent"," 2023 - Navigating the future of AI: Deploying generative models on Amazon EKS (CON312) - YouTube"]})}),"\n",(0,i.jsx)(t.li,{children:(0,i.jsx)(t.a,{href:"https://www.youtube.com/watch?v=1lhrGRqqPWU",children:"GenAI Training In Production: Software, Hardware & Network Considerations - YouTube"})}),"\n",(0,i.jsx)(t.li,{children:(0,i.jsx)(t.a,{href:"https://nicholas.carlini.com/writing/2024/how-i-use-ai.html",children:'How I Use "AI"'})}),"\n",(0,i.jsx)(t.li,{children:(0,i.jsx)(t.a,{href:"https://www.youtube.com/watch?v=9-Jl0dxWQs8",children:"How might LLMs store facts | Chapter 7, Deep Learning - YouTube"})}),"\n",(0,i.jsx)(t.li,{children:(0,i.jsx)(t.a,{href:"https://www.youtube.com/watch?v=cZaNf2rA30k",children:"Introduction to Generative AI - YouTube"})}),"\n",(0,i.jsx)(t.li,{children:(0,i.jsx)(t.a,{href:"https://www.youtube.com/watch?v=RBzXsQHjptQ",children:"Introduction to Large Language Models - YouTube"})}),"\n",(0,i.jsx)(t.li,{children:(0,i.jsx)(t.a,{href:"https://www.stateof.ai/2024-report-launch",children:"Welcome to State of AI Report 2024"})}),"\n",(0,i.jsx)(t.li,{children:(0,i.jsx)(t.a,{href:"https://www.youtube.com/watch?v=uMhmvba7Z3I",children:"How Much Trust Do You Have with LLM-Based Solutions? \u2022 Matthew Salmon \u2022 GOTO 2024 - YouTube"})}),"\n"]})]})}function c(e={}){const{wrapper:t}={...(0,a.a)(),...e.components};return 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r={},s="confluent-kafka",i={id:"technologies/kafka/confluent-kafka",title:"confluent-kafka",description:"Confluent kafka-python",source:"@site/docs/technologies/kafka/confluent-kafka.md",sourceDirName:"technologies/kafka",slug:"/technologies/kafka/confluent-kafka",permalink:"/technologies/kafka/confluent-kafka",draft:!1,unlisted:!1,editUrl:"https://github.com/deepaksood619/deepaksood619.github.io/tree/master/docs/technologies/kafka/confluent-kafka.md",tags:[],version:"current",lastUpdatedAt:1728296318,formattedLastUpdatedAt:"Oct 7, 2024",frontMatter:{},sidebar:"tutorialSidebar",previous:{title:"Kafka",permalink:"/technologies/kafka/"},next:{title:"Installing Kafka",permalink:"/technologies/kafka/installing-kafka"}},c={},l=[{value:"Confluent kafka-python",id:"confluent-kafka-python",level:2},{value:"Consumer",id:"consumer",level:2},{value:"Producer",id:"producer",level:2},{value:"Resources",id:"resources",level:2}];function f(n){const 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'32000',\n 'fetch.message.max.bytes': '15728640',\n}\n\nc = Consumer(consumer_config)\n\n# callbacks\ndef print_on_assign(consumer, partitions):\n logging.info(f'Assignment: {partitions}')\n\n for partition in partitions:\n logging.info(f'watermark: {c.get_watermark_offsets(partition=partition)}')\n\n logging.info(f'committed offsets for all partitions: {c.committed(partitions=partitions)}')\n\n logging.info(f'position: {c.position(partitions=partitions)}')\n\ndef print_on_revoke(consumer, partitions):\n logging.info(f'Revoke Assignment: {partitions}')\n\nc.subscribe(['bank_data'], on_assign=print_on_assign, on_revoke=print_on_revoke)\n\ntimeout_seconds = 1\n\nwhile True:\n msg = c.poll(1.0)\n\n # initial error handling\n if msg is None:\n continue\n\n if msg.error():\n if msg.error().code() == KafkaError._PARTITION_EOF:\n continue\n else:\n logging.error(f'druid consumer error: {msg.error()}')\n break\n\n logging.debug(f'{msg.topic()} [{msg.partition()}] at offset {msg.offset()}')\n\n try:\n # get value from message and convert bytes\n final_data = msg.value()\n final_data = json.loads(final_data.decode('utf-8'))\n c.commit()\n\n except Exception as e:\n try:\n logging.error(f'data/msg: {msg.value()}')\n except Exception:\n logging.exception(f'cannot print data')\n logging.exception(\n f'global exception occurred, Will not attempt for another {timeout_seconds} seconds.')\n else:\n continue\n\n # exponential back-off if exception occurred\n time.sleep(timeout_seconds)\n timeout_seconds *= 2\n"})}),"\n",(0,o.jsx)(e.h2,{id:"producer",children:"Producer"}),"\n",(0,o.jsx)(e.pre,{children:(0,o.jsx)(e.code,{className:"language-python",children:"from confluent_kafka import Producer\n\np = Producer({\n 'bootstrap.servers': 'my-cluster-kafka-brokers.kafka:9092',\n 'queue.buffering.max.messages': '1000000',\n 'queue.buffering.max.kbytes': '1048576',\n 'message.max.bytes': '15728640',\n 'delivery.timeout.ms': '10000',\n 'request.timeout.ms': '5000'\n})\n\ndef delivery_report(err, msg):\n \"\"\" Called once for each message produced to indicate delivery result.\n Triggered by poll() or flush(). \"\"\"\n if err is not None:\n # raise error and handle using exception\n logging.exception(f'kafka deliver_report error: {err}')\n else:\n logging.debug(f'Message delivered topic: {msg.topic()} partition: {msg.partition()} offset: {msg.offset()}')\n\np.produce('bank_data', json.dumps(payload), callback=delivery_report)\np.flush()\n"})}),"\n",(0,o.jsx)(e.h2,{id:"resources",children:"Resources"}),"\n",(0,o.jsxs)(e.ul,{children:["\n",(0,o.jsx)(e.li,{children:(0,o.jsx)(e.a,{href:"https://github.com/confluentinc/confluent-kafka-python",children:"https://github.com/confluentinc/confluent-kafka-python"})}),"\n",(0,o.jsx)(e.li,{children:(0,o.jsx)(e.a,{href:"https://docs.confluent.io/current/clients/confluent-kafka-python",children:"https://docs.confluent.io/current/clients/confluent-kafka-python"})}),"\n",(0,o.jsx)(e.li,{children:(0,o.jsx)(e.a,{href:"https://github.com/edenhill/librdkafka/blob/master/CONFIGURATION",children:"https://github.com/edenhill/librdkafka/blob/master/CONFIGURATION"})}),"\n",(0,o.jsx)(e.li,{children:(0,o.jsx)(e.a,{href:"https://towardsdatascience.com/3-libraries-you-should-know-to-master-apache-kafka-in-python-c95fdf8700f2",children:"https://towardsdatascience.com/3-libraries-you-should-know-to-master-apache-kafka-in-python-c95fdf8700f2"})}),"\n",(0,o.jsx)(e.li,{children:(0,o.jsx)(e.a,{href:"https://docs.confluent.io/platform/current/security/authentication/ldap/client-authentication-ldap.html",children:"Configure 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b/assets/js/ccb63f17.e199b15f.js @@ -0,0 +1 @@ +"use strict";(self.webpackChunkdeep_notes=self.webpackChunkdeep_notes||[]).push([[34624],{198414:(e,n,t)=>{t.r(n),t.d(n,{assets:()=>l,contentTitle:()=>s,default:()=>u,frontMatter:()=>r,metadata:()=>i,toc:()=>c});var o=t(785893),a=t(511151);const r={},s="confluent-kafka",i={id:"technologies/kafka/confluent-kafka",title:"confluent-kafka",description:"Confluent kafka-python",source:"@site/docs/technologies/kafka/confluent-kafka.md",sourceDirName:"technologies/kafka",slug:"/technologies/kafka/confluent-kafka",permalink:"/technologies/kafka/confluent-kafka",draft:!1,unlisted:!1,editUrl:"https://github.com/deepaksood619/deepaksood619.github.io/tree/master/docs/technologies/kafka/confluent-kafka.md",tags:[],version:"current",lastUpdatedAt:1729278358,formattedLastUpdatedAt:"Oct 18, 2024",frontMatter:{},sidebar:"tutorialSidebar",previous:{title:"Kafka",permalink:"/technologies/kafka/"},next:{title:"Installing 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'my-cluster-kafka-brokers.kafka:9092',\n 'partition.assignment.strategy': 'roundrobin',\n 'group.id': 'test_bank_data_consumer',\n 'auto.offset.reset': 'earliest', # earliest/latest\n 'enable.auto.commit': 'false',\n # for limiting the amount of messages pre-fetched by librdkafka\n 'queued.max.messages.kbytes': '32000',\n 'fetch.message.max.bytes': '15728640',\n}\n\nc = Consumer(consumer_config)\n\n# callbacks\ndef print_on_assign(consumer, partitions):\n logging.info(f'Assignment: {partitions}')\n\n for partition in partitions:\n logging.info(f'watermark: {c.get_watermark_offsets(partition=partition)}')\n\n logging.info(f'committed offsets for all partitions: {c.committed(partitions=partitions)}')\n\n logging.info(f'position: {c.position(partitions=partitions)}')\n\ndef print_on_revoke(consumer, partitions):\n logging.info(f'Revoke Assignment: {partitions}')\n\nc.subscribe(['bank_data'], on_assign=print_on_assign, on_revoke=print_on_revoke)\n\ntimeout_seconds = 1\n\nwhile True:\n msg 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factory"}),"\n"]}),"\n"]}),"\n",(0,r.jsxs)(n.li,{children:[(0,r.jsx)(n.strong,{children:"Operation"}),"\n",(0,r.jsxs)(n.ul,{children:["\n",(0,r.jsx)(n.li,{children:"Manufacturing thousands of those water proof phones using the design blueprint"}),"\n",(0,r.jsx)(n.li,{children:"Assembling thousands of mobile phones everyday"}),"\n"]}),"\n"]}),"\n"]}),"\n",(0,r.jsx)(n.h2,{id:"how-do-you-define-project-success",children:"How do you define Project success?"}),"\n",(0,r.jsxs)(n.ol,{children:["\n",(0,r.jsxs)(n.li,{children:["\n",(0,r.jsx)(n.p,{children:"Schedule"}),"\n",(0,r.jsxs)(n.ul,{children:["\n",(0,r.jsx)(n.li,{children:"Continually evaluate your progress as you go"}),"\n",(0,r.jsx)(n.li,{children:"Work out the schedule slippages in a timely manner"}),"\n"]}),"\n"]}),"\n",(0,r.jsxs)(n.li,{children:["\n",(0,r.jsx)(n.p,{children:"Cost"}),"\n",(0,r.jsxs)(n.ul,{children:["\n",(0,r.jsx)(n.li,{children:"Evaluate, Look forward and reforecast to compare with the original budget"}),"\n"]}),"\n"]}),"\n",(0,r.jsxs)(n.li,{children:["\n",(0,r.jsx)(n.p,{children:"Quality"}),"\n",(0,r.jsxs)(n.ul,{children:["\n",(0,r.jsx)(n.li,{children:"Quality should be reviewed timely or at the end of each project phase"}),"\n",(0,r.jsxs)(n.li,{children:["Quality standards should be well defined and accessible","\n",(0,r.jsxs)(n.ul,{children:["\n",(0,r.jsx)(n.li,{children:"Web page will load in 350ms"}),"\n"]}),"\n"]}),"\n"]}),"\n"]}),"\n",(0,r.jsxs)(n.li,{children:["\n",(0,r.jsx)(n.p,{children:"Stakeholders Satisfaction"}),"\n",(0,r.jsxs)(n.ul,{children:["\n",(0,r.jsx)(n.li,{children:"Even qualitative checks during the course of the project is worth it instead of somehow working through the project and completing it with only the Project Manager being happy"}),"\n"]}),"\n"]}),"\n",(0,r.jsxs)(n.li,{children:["\n",(0,r.jsx)(n.p,{children:"Alignment to Business Case"}),"\n",(0,r.jsxs)(n.ul,{children:["\n",(0,r.jsx)(n.li,{children:"Cost, Schedule, Quality are just one part of the puzzle, did your project meet the original beneifts it set out for?"}),"\n",(0,r.jsx)(n.li,{children:"Do the problems that led to the project being conceived still exist? Are you working on something nobody wants?"}),"\n"]}),"\n"]}),"\n"]}),"\n",(0,r.jsx)(n.h2,{id:"what-is-project-management",children:"What is Project Management"}),"\n",(0,r.jsxs)(n.ul,{children:["\n",(0,r.jsx)(n.li,{children:"Project management is the application of knowledge, skills, methods, experience, tools and techniques on project activities to meet the project objectives"}),"\n",(0,r.jsxs)(n.li,{children:["Business leaders understand that project management is a function within the organization and hire individuals that are specifically trained in this discipline (",(0,r.jsx)(n.strong,{children:"Project Managers"}),") to handle organization's project management needs"]}),"\n"]}),"\n",(0,r.jsx)(n.h2,{id:"programs-and-portfolios",children:"Programs and Portfolios"}),"\n",(0,r.jsx)(n.h3,{id:"programs",children:"Programs"}),"\n",(0,r.jsxs)(n.ul,{children:["\n",(0,r.jsx)(n.li,{children:"Programs are commonly defined as a group of related projects that provide certain benefits when managed together"}),"\n",(0,r.jsx)(n.li,{children:"Managing the development of all ecommerce projects together can be a program"}),"\n",(0,r.jsx)(n.li,{children:"Equation"}),"\n"]}),"\n",(0,r.jsx)(n.p,{children:"Program = Subprograms + Projects and subprojects"}),"\n",(0,r.jsx)(n.h3,{id:"portfolios",children:"Portfolios"}),"\n",(0,r.jsxs)(n.ul,{children:["\n",(0,r.jsx)(n.li,{children:"Portfolios are not just a group of programs but can also include projects that do not align with any program"}),"\n",(0,r.jsx)(n.li,{children:"Managing all types of website development related projects and programs can be a portfolio while managing all mobile apps related projects and programs can be another portfolio"}),"\n",(0,r.jsx)(n.li,{children:"Equation"}),"\n"]}),"\n",(0,r.jsx)(n.p,{children:"Portfolio = sub-portfolios + programs and subprograms + Projects and subprojects"}),"\n",(0,r.jsx)(n.p,{children:(0,r.jsx)(n.img,{alt:"image",src:i(215090).Z+"",width:"630",height:"604"})}),"\n",(0,r.jsx)(n.h2,{id:"project-manager",children:"Project Manager"}),"\n",(0,r.jsx)(n.p,{children:"The project manager is the person assigned by the performing organization to lead the team that is responsible for achieving the project objectives."}),"\n",(0,r.jsx)(n.h2,{id:"functional-manager",children:"Functional Manager"}),"\n",(0,r.jsx)(n.p,{children:"The functional manager focuses on providing management oversight for a functional or business unit"}),"\n",(0,r.jsx)(n.h2,{id:"operations-manager",children:"Operations Manager"}),"\n",(0,r.jsx)(n.p,{children:"Operations managers are responsible for ensuring that business operations are efficient"}),"\n",(0,r.jsx)(n.h2,{id:"pmi-talent-traingle",children:"PMI Talent Traingle"}),"\n",(0,r.jsx)(n.p,{children:(0,r.jsx)(n.img,{alt:"image",src:i(647107).Z+"",width:"960",height:"608"})}),"\n",(0,r.jsx)(n.h2,{id:"organizational-structure",children:"Organizational Structure"}),"\n",(0,r.jsxs)(n.ul,{children:["\n",(0,r.jsxs)(n.li,{children:["Determination of the appropriate organizational structure type is a result of the study of tradeoffs between two key variables","\n",(0,r.jsxs)(n.ul,{children:["\n",(0,r.jsx)(n.li,{children:"Organizational structure types available for use"}),"\n",(0,r.jsx)(n.li,{children:"How to optimize them for a given organization"}),"\n"]}),"\n"]}),"\n",(0,r.jsx)(n.li,{children:"There is no one-size-fits-all structure for any given organization. The final structure is unique due to the numerous variables to be considered"}),"\n",(0,r.jsxs)(n.li,{children:["There are many types of organization structure, some major ones are,","\n",(0,r.jsxs)(n.ul,{children:["\n",(0,r.jsx)(n.li,{children:"Functional Organization"}),"\n",(0,r.jsx)(n.li,{children:"Matrix Organization"}),"\n",(0,r.jsx)(n.li,{children:"Projectized Organization"}),"\n",(0,r.jsx)(n.li,{children:"Composite Organization (AKA Hybrid)"}),"\n"]}),"\n"]}),"\n"]}),"\n",(0,r.jsx)(n.h2,{id:"functional-organization",children:"Functional Organization"}),"\n",(0,r.jsxs)(n.ul,{children:["\n",(0,r.jsx)(n.li,{children:"Project resources work in silos reporting to respective Functional Manager"}),"\n",(0,r.jsx)(n.li,{children:"Functional Manager has all the authority"}),"\n",(0,r.jsx)(n.li,{children:"Project Manager is an expeditor"}),"\n"]}),"\n",(0,r.jsx)(n.h2,{id:"matrix-organization",children:"Matrix Organization"}),"\n",(0,r.jsxs)(n.ul,{children:["\n",(0,r.jsxs)(n.li,{children:[(0,r.jsx)(n.strong,{children:"Weak"}),"\n",(0,r.jsxs)(n.ul,{children:["\n",(0,r.jsx)(n.li,{children:"PM has certain authority and is a Coordinator"}),"\n",(0,r.jsx)(n.li,{children:"PM has higher authority"}),"\n",(0,r.jsx)(n.li,{children:"Resources report to both"}),"\n"]}),"\n"]}),"\n",(0,r.jsxs)(n.li,{children:[(0,r.jsx)(n.strong,{children:"Balanced"}),"\n",(0,r.jsxs)(n.ul,{children:["\n",(0,r.jsx)(n.li,{children:"PM and FM share same level of authority"}),"\n",(0,r.jsx)(n.li,{children:"Resources report to both"}),"\n"]}),"\n"]}),"\n",(0,r.jsxs)(n.li,{children:[(0,r.jsx)(n.strong,{children:"Strong"}),"\n",(0,r.jsxs)(n.ul,{children:["\n",(0,r.jsx)(n.li,{children:"PM has higher authority"}),"\n",(0,r.jsx)(n.li,{children:"Resources report to both"}),"\n",(0,r.jsx)(n.li,{children:"Project delivery is most important"}),"\n"]}),"\n"]}),"\n"]}),"\n",(0,r.jsx)(n.h2,{id:"projectized-organization",children:"Projectized Organization"}),"\n",(0,r.jsxs)(n.ul,{children:["\n",(0,r.jsx)(n.li,{children:"Project Manager has the highest authority"}),"\n",(0,r.jsx)(n.li,{children:"Teams are organized around projects"}),"\n",(0,r.jsx)(n.li,{children:'Resources have "no home" after project completion'}),"\n"]}),"\n",(0,r.jsx)(n.h2,{id:"composite-or-hybrid-organization",children:"Composite or Hybrid Organization"}),"\n",(0,r.jsxs)(n.ul,{children:["\n",(0,r.jsx)(n.li,{children:"Composite or Hybrid Organization Structure is basically a combination of all three organization structures we just went over i.e. Functional, Matrix and Projectized"}),"\n",(0,r.jsxs)(n.li,{children:["How does this work?","\n",(0,r.jsxs)(n.ul,{children:["\n",(0,r.jsx)(n.li,{children:"Within an organization there could be certain projects that are being managed following the Balanced Matrix Organization Structure while others could be following the Projectized Organization Structure"}),"\n",(0,r.jsx)(n.li,{children:"A new project may popup where it is beneficial for the team to follow the Functional Organization Structure"}),"\n",(0,r.jsx)(n.li,{children:"So within the same organization we can see all structures being used and this is by definition a Composite Organization"}),"\n",(0,r.jsx)(n.li,{children:"Almost all modern organizations follow the composite organization structure"}),"\n"]}),"\n"]}),"\n"]}),"\n",(0,r.jsx)(n.h2,{id:"project-management-office-pmo",children:"Project Management Office (PMO)"}),"\n",(0,r.jsxs)(n.ul,{children:["\n",(0,r.jsx)(n.li,{children:"A PMO is a group or department that define and maintains standards for project management within the organization"}),"\n",(0,r.jsxs)(n.li,{children:["The PMO strives to standardize and introduce ",(0,r.jsx)(n.strong,{children:"economies of repetition"})," in the execution of projects"]}),"\n"]}),"\n",(0,r.jsx)(n.h2,{id:"types-of-pmo",children:"Types of PMO"}),"\n",(0,r.jsxs)(n.ul,{children:["\n",(0,r.jsxs)(n.li,{children:[(0,r.jsx)(n.strong,{children:"Supportive"}),"\n",(0,r.jsxs)(n.ul,{children:["\n",(0,r.jsx)(n.li,{children:"This type of PMO will basically provide templates that PM and the PM team can use to manage the project"}),"\n",(0,r.jsx)(n.li,{children:"Ex - PM reaches out to the PMO for a template of Change Log"}),"\n",(0,r.jsx)(n.li,{children:"Ex - PMO shares the organization's knowledge base and lessons learned for the PM to use"}),"\n"]}),"\n"]}),"\n",(0,r.jsxs)(n.li,{children:[(0,r.jsx)(n.strong,{children:"Controlling"}),"\n",(0,r.jsxs)(n.ul,{children:["\n",(0,r.jsx)(n.li,{children:"In addition to what supportive PMOs do, controlling PMOs can audit a project to ensure the processes prescribed by them are being followed"}),"\n",(0,r.jsx)(n.li,{children:"Ex - PMO meets the Project Manager every once in a while to go over the project documents to ensure compliance"}),"\n",(0,r.jsx)(n.li,{children:"Ex - PMO audits the project status at regular intervals to ensure reporting integrity"}),"\n",(0,r.jsx)(n.li,{children:"Ex - Before the project can move from Design to Coding, the PMO ensures that all the prescribed Design processes were followed"}),"\n"]}),"\n"]}),"\n",(0,r.jsxs)(n.li,{children:[(0,r.jsx)(n.strong,{children:"Directive"}),"\n",(0,r.jsxs)(n.ul,{children:["\n",(0,r.jsx)(n.li,{children:"Directive PMOs actually assign Project Managers to projects and PMs might be reporting directly to the PMO"}),"\n",(0,r.jsx)(n.li,{children:"Ex - Before the project can move from Design to Coding, the PMO ensures that all the prescribed Design processes were followed"}),"\n"]}),"\n"]}),"\n"]}),"\n",(0,r.jsx)(n.h2,{id:"project-stakeholders",children:"Project Stakeholders"}),"\n",(0,r.jsxs)(n.ul,{children:["\n",(0,r.jsx)(n.li,{children:"Anyone who will be affected by the outcome of the project is a stakeholder"}),"\n",(0,r.jsx)(n.li,{children:"Project Manager identifies all stakeholders and manages their expectations"}),"\n",(0,r.jsxs)(n.li,{children:["Remember that there can be ",(0,r.jsx)(n.strong,{children:"negative stakeholders"}),", they are negatively impacted by the outcome of your project"]}),"\n"]}),"\n",(0,r.jsx)(n.h2,{id:"3-things-to-remember-about-stakeholders",children:"3 things to remember about Stakeholders"}),"\n",(0,r.jsxs)(n.ul,{children:["\n",(0,r.jsx)(n.li,{children:"Not all stakeholders have the same power or impact"}),"\n",(0,r.jsx)(n.li,{children:"Not all stakeholders will always be satisfied"}),"\n",(0,r.jsx)(n.li,{children:"They don't have to be!"}),"\n"]}),"\n",(0,r.jsx)(n.h2,{id:"types",children:"Types"}),"\n",(0,r.jsxs)(n.ul,{children:["\n",(0,r.jsx)(n.li,{children:"Predictive Life Cycle (Waterfall)"}),"\n",(0,r.jsx)(n.li,{children:"Iterative and Incremental Life Cycle"}),"\n",(0,r.jsx)(n.li,{children:"Adaptive Life Cycle (Agile)"}),"\n"]}),"\n",(0,r.jsx)(n.h2,{id:"predictive-life-cycle--waterfall-model--fully-plan-driven-life-cycle",children:"Predictive Life Cycle / Waterfall Model / Fully Plan Driven Life Cycle"}),"\n",(0,r.jsxs)(n.ul,{children:["\n",(0,r.jsx)(n.li,{children:"The project takes a phase by phase approach whereby the work on each phase is completed before moving onto the next phase"}),"\n",(0,r.jsx)(n.li,{children:"For instance, all requirements must be signed off before development can begin"}),"\n",(0,r.jsx)(n.li,{children:"In the end, the outcome is the final product"}),"\n"]}),"\n",(0,r.jsx)(n.h2,{id:"iterative-and-incremental-life-cycle",children:"Iterative and Incremental Life Cycle"}),"\n",(0,r.jsxs)(n.ul,{children:["\n",(0,r.jsx)(n.li,{children:"The project team can start working on a single set of requirements once they are signed off instead of waiting for entire requirements to be freezed"}),"\n",(0,r.jsx)(n.li,{children:"The outcome is partial product that 'increments' as we move further"}),"\n"]}),"\n",(0,r.jsx)(n.h2,{id:"adaptive-life-cycle--change-driven--agile",children:"Adaptive Life Cycle / Change Driven / Agile"}),"\n",(0,r.jsxs)(n.ul,{children:["\n",(0,r.jsx)(n.li,{children:"Just like the Waterfall model, the project will take the phase by phase approach but multiple times"}),"\n",(0,r.jsx)(n.li,{children:"Each iteration will generate a deliverable or a set of deliverables"}),"\n",(0,r.jsx)(n.li,{children:"The outcome could be an instance of the end product which can be improved in further iterations"}),"\n"]}),"\n",(0,r.jsx)(n.h2,{id:"project-management-processes",children:"Project Management Processes"}),"\n",(0,r.jsx)(n.h2,{id:"project-management-life-cycle",children:"Project Management Life Cycle"}),"\n",(0,r.jsxs)(n.ul,{children:["\n",(0,r.jsxs)(n.li,{children:["Each project essentially has four phases - 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350ms"}),"\n"]}),"\n"]}),"\n"]}),"\n"]}),"\n",(0,r.jsxs)(n.li,{children:["\n",(0,r.jsx)(n.p,{children:"Stakeholders Satisfaction"}),"\n",(0,r.jsxs)(n.ul,{children:["\n",(0,r.jsx)(n.li,{children:"Even qualitative checks during the course of the project is worth it instead of somehow working through the project and completing it with only the Project Manager being happy"}),"\n"]}),"\n"]}),"\n",(0,r.jsxs)(n.li,{children:["\n",(0,r.jsx)(n.p,{children:"Alignment to Business Case"}),"\n",(0,r.jsxs)(n.ul,{children:["\n",(0,r.jsx)(n.li,{children:"Cost, Schedule, Quality are just one part of the puzzle, did your project meet the original beneifts it set out for?"}),"\n",(0,r.jsx)(n.li,{children:"Do the problems that led to the project being conceived still exist? Are you working on something nobody wants?"}),"\n"]}),"\n"]}),"\n"]}),"\n",(0,r.jsx)(n.h2,{id:"what-is-project-management",children:"What is Project Management"}),"\n",(0,r.jsxs)(n.ul,{children:["\n",(0,r.jsx)(n.li,{children:"Project management is the application of knowledge, skills, methods, experience, tools and techniques on project activities to meet the project objectives"}),"\n",(0,r.jsxs)(n.li,{children:["Business leaders understand that project management is a function within the organization and hire individuals that are specifically trained in this discipline (",(0,r.jsx)(n.strong,{children:"Project Managers"}),") to handle organization's project management needs"]}),"\n"]}),"\n",(0,r.jsx)(n.h2,{id:"programs-and-portfolios",children:"Programs and Portfolios"}),"\n",(0,r.jsx)(n.h3,{id:"programs",children:"Programs"}),"\n",(0,r.jsxs)(n.ul,{children:["\n",(0,r.jsx)(n.li,{children:"Programs are commonly defined as a group of related projects that provide certain benefits when managed together"}),"\n",(0,r.jsx)(n.li,{children:"Managing the development of all ecommerce projects together can be a program"}),"\n",(0,r.jsx)(n.li,{children:"Equation"}),"\n"]}),"\n",(0,r.jsx)(n.p,{children:"Program = Subprograms + Projects and subprojects"}),"\n",(0,r.jsx)(n.h3,{id:"portfolios",children:"Portfolios"}),"\n",(0,r.jsxs)(n.ul,{children:["\n",(0,r.jsx)(n.li,{children:"Portfolios are not just a group of programs but can also include projects that do not align with any program"}),"\n",(0,r.jsx)(n.li,{children:"Managing all types of website development related projects and programs can be a portfolio while managing all mobile apps related projects and programs can be another portfolio"}),"\n",(0,r.jsx)(n.li,{children:"Equation"}),"\n"]}),"\n",(0,r.jsx)(n.p,{children:"Portfolio = sub-portfolios + programs and subprograms + Projects and subprojects"}),"\n",(0,r.jsx)(n.p,{children:(0,r.jsx)(n.img,{alt:"image",src:i(215090).Z+"",width:"630",height:"604"})}),"\n",(0,r.jsx)(n.h2,{id:"project-manager",children:"Project Manager"}),"\n",(0,r.jsx)(n.p,{children:"The project manager is the person assigned by the performing organization to lead the team that is responsible for achieving the project objectives."}),"\n",(0,r.jsx)(n.h2,{id:"functional-manager",children:"Functional Manager"}),"\n",(0,r.jsx)(n.p,{children:"The functional manager focuses on providing management oversight for a functional or business unit"}),"\n",(0,r.jsx)(n.h2,{id:"operations-manager",children:"Operations Manager"}),"\n",(0,r.jsx)(n.p,{children:"Operations managers are responsible for ensuring that business operations are efficient"}),"\n",(0,r.jsx)(n.h2,{id:"pmi-talent-traingle",children:"PMI Talent Traingle"}),"\n",(0,r.jsx)(n.p,{children:(0,r.jsx)(n.img,{alt:"image",src:i(647107).Z+"",width:"960",height:"608"})}),"\n",(0,r.jsx)(n.h2,{id:"organizational-structure",children:"Organizational Structure"}),"\n",(0,r.jsxs)(n.ul,{children:["\n",(0,r.jsxs)(n.li,{children:["Determination of the appropriate organizational structure type is a result of the study of tradeoffs between two key variables","\n",(0,r.jsxs)(n.ul,{children:["\n",(0,r.jsx)(n.li,{children:"Organizational structure types available for use"}),"\n",(0,r.jsx)(n.li,{children:"How to optimize them for a given organization"}),"\n"]}),"\n"]}),"\n",(0,r.jsx)(n.li,{children:"There is no one-size-fits-all structure for any given organization. The final structure is unique due to the numerous variables to be considered"}),"\n",(0,r.jsxs)(n.li,{children:["There are many types of organization structure, some major ones are,","\n",(0,r.jsxs)(n.ul,{children:["\n",(0,r.jsx)(n.li,{children:"Functional Organization"}),"\n",(0,r.jsx)(n.li,{children:"Matrix Organization"}),"\n",(0,r.jsx)(n.li,{children:"Projectized Organization"}),"\n",(0,r.jsx)(n.li,{children:"Composite Organization (AKA Hybrid)"}),"\n"]}),"\n"]}),"\n"]}),"\n",(0,r.jsx)(n.h2,{id:"functional-organization",children:"Functional Organization"}),"\n",(0,r.jsxs)(n.ul,{children:["\n",(0,r.jsx)(n.li,{children:"Project resources work in silos reporting to respective Functional Manager"}),"\n",(0,r.jsx)(n.li,{children:"Functional Manager has all the authority"}),"\n",(0,r.jsx)(n.li,{children:"Project Manager is an expeditor"}),"\n"]}),"\n",(0,r.jsx)(n.h2,{id:"matrix-organization",children:"Matrix Organization"}),"\n",(0,r.jsxs)(n.ul,{children:["\n",(0,r.jsxs)(n.li,{children:[(0,r.jsx)(n.strong,{children:"Weak"}),"\n",(0,r.jsxs)(n.ul,{children:["\n",(0,r.jsx)(n.li,{children:"PM has certain authority and is a Coordinator"}),"\n",(0,r.jsx)(n.li,{children:"PM has higher authority"}),"\n",(0,r.jsx)(n.li,{children:"Resources report to both"}),"\n"]}),"\n"]}),"\n",(0,r.jsxs)(n.li,{children:[(0,r.jsx)(n.strong,{children:"Balanced"}),"\n",(0,r.jsxs)(n.ul,{children:["\n",(0,r.jsx)(n.li,{children:"PM and FM share same level of authority"}),"\n",(0,r.jsx)(n.li,{children:"Resources report to both"}),"\n"]}),"\n"]}),"\n",(0,r.jsxs)(n.li,{children:[(0,r.jsx)(n.strong,{children:"Strong"}),"\n",(0,r.jsxs)(n.ul,{children:["\n",(0,r.jsx)(n.li,{children:"PM has higher authority"}),"\n",(0,r.jsx)(n.li,{children:"Resources report to both"}),"\n",(0,r.jsx)(n.li,{children:"Project delivery is most important"}),"\n"]}),"\n"]}),"\n"]}),"\n",(0,r.jsx)(n.h2,{id:"projectized-organization",children:"Projectized Organization"}),"\n",(0,r.jsxs)(n.ul,{children:["\n",(0,r.jsx)(n.li,{children:"Project Manager has the highest authority"}),"\n",(0,r.jsx)(n.li,{children:"Teams are organized around projects"}),"\n",(0,r.jsx)(n.li,{children:'Resources have "no home" after project completion'}),"\n"]}),"\n",(0,r.jsx)(n.h2,{id:"composite-or-hybrid-organization",children:"Composite or Hybrid Organization"}),"\n",(0,r.jsxs)(n.ul,{children:["\n",(0,r.jsx)(n.li,{children:"Composite or Hybrid Organization Structure is basically a combination of all three organization structures we just went over i.e. Functional, Matrix and Projectized"}),"\n",(0,r.jsxs)(n.li,{children:["How does this work?","\n",(0,r.jsxs)(n.ul,{children:["\n",(0,r.jsx)(n.li,{children:"Within an organization there could be certain projects that are being managed following the Balanced Matrix Organization Structure while others could be following the Projectized Organization Structure"}),"\n",(0,r.jsx)(n.li,{children:"A new project may popup where it is beneficial for the team to follow the Functional Organization Structure"}),"\n",(0,r.jsx)(n.li,{children:"So within the same organization we can see all structures being used and this is by definition a Composite Organization"}),"\n",(0,r.jsx)(n.li,{children:"Almost all modern organizations follow the composite organization structure"}),"\n"]}),"\n"]}),"\n"]}),"\n",(0,r.jsx)(n.h2,{id:"project-management-office-pmo",children:"Project Management Office (PMO)"}),"\n",(0,r.jsxs)(n.ul,{children:["\n",(0,r.jsx)(n.li,{children:"A PMO is a group or department that define and maintains standards for project management within the organization"}),"\n",(0,r.jsxs)(n.li,{children:["The PMO strives to standardize and introduce ",(0,r.jsx)(n.strong,{children:"economies of repetition"})," in the execution of projects"]}),"\n"]}),"\n",(0,r.jsx)(n.h2,{id:"types-of-pmo",children:"Types of PMO"}),"\n",(0,r.jsxs)(n.ul,{children:["\n",(0,r.jsxs)(n.li,{children:[(0,r.jsx)(n.strong,{children:"Supportive"}),"\n",(0,r.jsxs)(n.ul,{children:["\n",(0,r.jsx)(n.li,{children:"This type of PMO will basically provide templates that PM and the PM team can use to manage the project"}),"\n",(0,r.jsx)(n.li,{children:"Ex - PM reaches out to the PMO for a template of Change Log"}),"\n",(0,r.jsx)(n.li,{children:"Ex - PMO shares the organization's knowledge base and lessons learned for the PM to use"}),"\n"]}),"\n"]}),"\n",(0,r.jsxs)(n.li,{children:[(0,r.jsx)(n.strong,{children:"Controlling"}),"\n",(0,r.jsxs)(n.ul,{children:["\n",(0,r.jsx)(n.li,{children:"In addition to what supportive PMOs do, controlling PMOs can audit a project to ensure the processes prescribed by them are being followed"}),"\n",(0,r.jsx)(n.li,{children:"Ex - PMO meets the Project Manager every once in a while to go over the project documents to ensure compliance"}),"\n",(0,r.jsx)(n.li,{children:"Ex - PMO audits the project status at regular intervals to ensure reporting integrity"}),"\n",(0,r.jsx)(n.li,{children:"Ex - Before the project can move from Design to Coding, the PMO ensures that all the prescribed Design processes were followed"}),"\n"]}),"\n"]}),"\n",(0,r.jsxs)(n.li,{children:[(0,r.jsx)(n.strong,{children:"Directive"}),"\n",(0,r.jsxs)(n.ul,{children:["\n",(0,r.jsx)(n.li,{children:"Directive PMOs actually assign Project Managers to projects and PMs might be reporting directly to the PMO"}),"\n",(0,r.jsx)(n.li,{children:"Ex - Before the project can move from Design to Coding, the PMO ensures that all the prescribed Design processes were followed"}),"\n"]}),"\n"]}),"\n"]}),"\n",(0,r.jsx)(n.h2,{id:"project-stakeholders",children:"Project Stakeholders"}),"\n",(0,r.jsxs)(n.ul,{children:["\n",(0,r.jsx)(n.li,{children:"Anyone who will be affected by the outcome of the project is a stakeholder"}),"\n",(0,r.jsx)(n.li,{children:"Project Manager identifies all stakeholders and manages their expectations"}),"\n",(0,r.jsxs)(n.li,{children:["Remember that there can be ",(0,r.jsx)(n.strong,{children:"negative stakeholders"}),", they are negatively impacted by the outcome of your project"]}),"\n"]}),"\n",(0,r.jsx)(n.h2,{id:"3-things-to-remember-about-stakeholders",children:"3 things to remember about Stakeholders"}),"\n",(0,r.jsxs)(n.ul,{children:["\n",(0,r.jsx)(n.li,{children:"Not all stakeholders have the same power or impact"}),"\n",(0,r.jsx)(n.li,{children:"Not all stakeholders will always be satisfied"}),"\n",(0,r.jsx)(n.li,{children:"They don't have to be!"}),"\n"]}),"\n",(0,r.jsx)(n.h2,{id:"types",children:"Types"}),"\n",(0,r.jsxs)(n.ul,{children:["\n",(0,r.jsx)(n.li,{children:"Predictive Life Cycle (Waterfall)"}),"\n",(0,r.jsx)(n.li,{children:"Iterative and Incremental Life Cycle"}),"\n",(0,r.jsx)(n.li,{children:"Adaptive Life Cycle (Agile)"}),"\n"]}),"\n",(0,r.jsx)(n.h2,{id:"predictive-life-cycle--waterfall-model--fully-plan-driven-life-cycle",children:"Predictive Life Cycle / Waterfall Model / Fully Plan Driven Life Cycle"}),"\n",(0,r.jsxs)(n.ul,{children:["\n",(0,r.jsx)(n.li,{children:"The project takes a phase by phase approach whereby the work on each phase is completed before moving onto the next phase"}),"\n",(0,r.jsx)(n.li,{children:"For instance, all requirements must be signed off before development can begin"}),"\n",(0,r.jsx)(n.li,{children:"In the end, the outcome is the final product"}),"\n"]}),"\n",(0,r.jsx)(n.h2,{id:"iterative-and-incremental-life-cycle",children:"Iterative and Incremental Life Cycle"}),"\n",(0,r.jsxs)(n.ul,{children:["\n",(0,r.jsx)(n.li,{children:"The project team can start working on a single set of requirements once they are signed off instead of waiting for entire requirements to be freezed"}),"\n",(0,r.jsx)(n.li,{children:"The outcome is partial product that 'increments' as we move further"}),"\n"]}),"\n",(0,r.jsx)(n.h2,{id:"adaptive-life-cycle--change-driven--agile",children:"Adaptive Life Cycle / Change Driven / Agile"}),"\n",(0,r.jsxs)(n.ul,{children:["\n",(0,r.jsx)(n.li,{children:"Just like the Waterfall model, the project will take the phase by phase approach but multiple times"}),"\n",(0,r.jsx)(n.li,{children:"Each iteration will generate a deliverable or a set of deliverables"}),"\n",(0,r.jsx)(n.li,{children:"The outcome could be an instance of the end product which can be improved in further iterations"}),"\n"]}),"\n",(0,r.jsx)(n.h2,{id:"project-management-processes",children:"Project Management Processes"}),"\n",(0,r.jsx)(n.h2,{id:"project-management-life-cycle",children:"Project Management Life Cycle"}),"\n",(0,r.jsxs)(n.ul,{children:["\n",(0,r.jsxs)(n.li,{children:["Each project essentially has four phases - ",(0,r.jsx)(n.strong,{children:"Initiation, Planning, Execution and Closure"})]}),"\n",(0,r.jsxs)(n.li,{children:[(0,r.jsx)(n.strong,{children:"Monitoring and Controlling"})," is one activity that is common to all the phases"]}),"\n"]}),"\n",(0,r.jsx)(n.p,{children:(0,r.jsx)(n.img,{alt:"image",src:i(438413).Z+"",width:"628",height:"634"})}),"\n",(0,r.jsxs)(n.ul,{children:["\n",(0,r.jsxs)(n.li,{children:[(0,r.jsx)(n.strong,{children:"5 Process Groups"}),"\n",(0,r.jsxs)(n.ul,{children:["\n",(0,r.jsxs)(n.li,{children:[(0,r.jsx)(n.strong,{children:"Initiating"}),"\n",(0,r.jsxs)(n.ul,{children:["\n",(0,r.jsx)(n.li,{children:"Perform project assessment"}),"\n",(0,r.jsx)(n.li,{children:"Identify key deliverables"}),"\n",(0,r.jsx)(n.li,{children:"Perform stakeholder analysis"}),"\n",(0,r.jsx)(n.li,{children:"Identify high level risks"}),"\n",(0,r.jsx)(n.li,{children:"Develop project charter"}),"\n",(0,r.jsx)(n.li,{children:"Obtain project charter approval"}),"\n",(0,r.jsx)(n.li,{children:"Conduct benefit analysis"}),"\n",(0,r.jsx)(n.li,{children:"Inform stakeholders of the approved project charter"}),"\n"]}),"\n"]}),"\n",(0,r.jsxs)(n.li,{children:[(0,r.jsx)(n.strong,{children:"Planning"}),"\n",(0,r.jsxs)(n.ul,{children:["\n",(0,r.jsx)(n.li,{children:"Review and assess detailed project requirements"}),"\n",(0,r.jsx)(n.li,{children:"Develop scope management plan"}),"\n",(0,r.jsx)(n.li,{children:"Develop cost management plan"}),"\n",(0,r.jsx)(n.li,{children:"Develop the project schedule"}),"\n",(0,r.jsx)(n.li,{children:"Develop resource management plan"}),"\n",(0,r.jsx)(n.li,{children:"Develop communications management plan"}),"\n",(0,r.jsx)(n.li,{children:"Develop procurement management plan"}),"\n",(0,r.jsx)(n.li,{children:"Develop the quality management plan"}),"\n",(0,r.jsx)(n.li,{children:"Develop the change management plan"}),"\n",(0,r.jsx)(n.li,{children:"Plan for risk management"}),"\n",(0,r.jsx)(n.li,{children:"Present the project management plan to the revelant stakeholders"}),"\n",(0,r.jsx)(n.li,{children:"Conduct kick-off meeting"}),"\n",(0,r.jsx)(n.li,{children:"Develop the stakeholder management plan"}),"\n"]}),"\n"]}),"\n",(0,r.jsxs)(n.li,{children:[(0,r.jsx)(n.strong,{children:"Executing"}),"\n",(0,r.jsxs)(n.ul,{children:["\n",(0,r.jsx)(n.li,{children:"Acquire and manage project resources"}),"\n",(0,r.jsx)(n.li,{children:"Manage task execution"}),"\n",(0,r.jsx)(n.li,{children:"Implement the quality management plan"}),"\n",(0,r.jsx)(n.li,{children:"Implement approved changes and corrective actions"}),"\n",(0,r.jsx)(n.li,{children:"Implement approved actions"}),"\n",(0,r.jsx)(n.li,{children:"Manage the flow of information"}),"\n",(0,r.jsx)(n.li,{children:"Maintain stakeholder relationships"}),"\n"]}),"\n"]}),"\n",(0,r.jsxs)(n.li,{children:[(0,r.jsx)(n.strong,{children:"Monitoring and Controlling"}),"\n",(0,r.jsxs)(n.ul,{children:["\n",(0,r.jsx)(n.li,{children:"Measure project performance"}),"\n",(0,r.jsx)(n.li,{children:"Manage changes to the project"}),"\n",(0,r.jsx)(n.li,{children:"Verify that project deliverables conform to the quality standards"}),"\n",(0,r.jsx)(n.li,{children:"Monitor and assess risk"}),"\n",(0,r.jsx)(n.li,{children:"Review the issue log"}),"\n",(0,r.jsx)(n.li,{children:"Capture, analyze and manage lessons learned"}),"\n",(0,r.jsx)(n.li,{children:"Monitor procurement activities"}),"\n"]}),"\n"]}),"\n",(0,r.jsxs)(n.li,{children:[(0,r.jsx)(n.strong,{children:"Closing"}),"\n",(0,r.jsxs)(n.ul,{children:["\n",(0,r.jsx)(n.li,{children:"Obtain final acceptance of the project deliverables"}),"\n",(0,r.jsx)(n.li,{children:"Transfer the ownership of deliverables"}),"\n",(0,r.jsx)(n.li,{children:"Obtain financial, legal and administrative closure"}),"\n",(0,r.jsx)(n.li,{children:"Prepare and share final project report"}),"\n",(0,r.jsx)(n.li,{children:"Collate lessons learned"}),"\n",(0,r.jsx)(n.li,{children:"Archive project documents"}),"\n",(0,r.jsx)(n.li,{children:"Obtain feedback from relevant stakeholders"}),"\n"]}),"\n"]}),"\n"]}),"\n"]}),"\n",(0,r.jsxs)(n.li,{children:[(0,r.jsx)(n.strong,{children:"10 Knowledge Areas"}),"\n",(0,r.jsxs)(n.ul,{children:["\n",(0,r.jsx)(n.li,{children:"Integration"}),"\n",(0,r.jsx)(n.li,{children:"Scope"}),"\n",(0,r.jsx)(n.li,{children:"Schedule"}),"\n",(0,r.jsx)(n.li,{children:"Cost"}),"\n",(0,r.jsx)(n.li,{children:"Quality"}),"\n",(0,r.jsx)(n.li,{children:"Resource"}),"\n",(0,r.jsx)(n.li,{children:"Communications"}),"\n",(0,r.jsx)(n.li,{children:"Risk"}),"\n",(0,r.jsx)(n.li,{children:"Procurement"}),"\n",(0,r.jsx)(n.li,{children:"Stakeholder"}),"\n"]}),"\n"]}),"\n"]}),"\n",(0,r.jsx)(n.h2,{id:"pgka-mapping-process-group---knowledge-area",children:"PGKA Mapping (Process Group - Knowledge Area)"}),"\n",(0,r.jsx)(n.p,{children:(0,r.jsx)(n.img,{alt:"image",src:i(798240).Z+"",width:"1128",height:"1730"})}),"\n",(0,r.jsx)(n.h2,{id:"integration-management",children:"Integration Management"}),"\n",(0,r.jsx)(n.p,{children:"The process and activities to identify, define, combine, unify, and coordinate the various processes and project management activities within the project management process groups."}),"\n",(0,r.jsxs)(n.ul,{children:["\n",(0,r.jsx)(n.li,{children:"Develop project charter"}),"\n",(0,r.jsx)(n.li,{children:"Develop project management plan"}),"\n",(0,r.jsx)(n.li,{children:"Direct and manage project work"}),"\n",(0,r.jsx)(n.li,{children:"Manage project knowledge"}),"\n",(0,r.jsx)(n.li,{children:"Monitor and control project work"}),"\n",(0,r.jsx)(n.li,{children:"Perform integrated change control"}),"\n",(0,r.jsx)(n.li,{children:"Close project or phase"}),"\n"]}),"\n",(0,r.jsx)(n.h2,{id:"scope-management",children:"Scope Management"}),"\n",(0,r.jsx)(n.p,{children:"Project scope sets our what is included in the project and, equally important, what is not included."}),"\n",(0,r.jsx)(n.p,{children:"Clearly communicating the scope to all stakeholders ensures there is no debate over this at a later stage"}),"\n",(0,r.jsxs)(n.ul,{children:["\n",(0,r.jsx)(n.li,{children:"Plan scope management"}),"\n",(0,r.jsx)(n.li,{children:"Collect requirements"}),"\n",(0,r.jsx)(n.li,{children:"Define scope"}),"\n",(0,r.jsx)(n.li,{children:"Create WBS"}),"\n",(0,r.jsx)(n.li,{children:"Validate scope"}),"\n",(0,r.jsx)(n.li,{children:"Control scope"}),"\n"]}),"\n",(0,r.jsx)(n.h2,{id:"schedule-management",children:"Schedule Management"}),"\n",(0,r.jsx)(n.p,{children:"Project schedule management is the process of taking the work breakdown packages and applying timescales to these to determine the time it will take to complete the project. Each piece of work or task required to complete the project requires a start date, an end date and a duration"}),"\n",(0,r.jsxs)(n.ul,{children:["\n",(0,r.jsx)(n.li,{children:"Plan schedule management"}),"\n",(0,r.jsx)(n.li,{children:"Define activities"}),"\n",(0,r.jsx)(n.li,{children:"Sequence activities"}),"\n",(0,r.jsx)(n.li,{children:"Estimate activity durations"}),"\n",(0,r.jsx)(n.li,{children:"Develop schedules"}),"\n",(0,r.jsx)(n.li,{children:"Control schedules"}),"\n"]}),"\n",(0,r.jsx)(n.h2,{id:"cost-management",children:"Cost Management"}),"\n",(0,r.jsx)(n.p,{children:"The project cost management process involves applying estimates on all costs involved in the project. 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There are many different challenging tasks to solve in the field of NLP:"}),"\n",(0,i.jsxs)(n.ul,{children:["\n",(0,i.jsxs)(n.li,{children:[(0,i.jsx)(n.strong,{children:"Machine Translation:"})," is the task of translating a sentence x from one language to a sentence y in another language. Therefore one of the most popular example is: ",(0,i.jsx)(n.a,{href:"http://www.deepl.com/",children:"www.deepl.com"})]}),"\n",(0,i.jsxs)(n.li,{children:[(0,i.jsx)(n.strong,{children:"Text classification:"})," Text classification is the process of understanding the meaning of unstructured text and organizing it into predefined categories (tags). One of the most popular text classification task is sentiment analysis, which aims to categorize unstructured data by sentiments. 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It provides easy-to-use interfaces to over 50 corpora and lexical resources such as WordNet, along with a suite of text processing libraries for classification, tokenization, stemming, tagging, parsing, and semantic reasoning, wrappers for industrial-strength NLP libraries, and an active discussion forum."}),"\n",(0,i.jsx)(n.h3,{id:"21-tokenizing",children:"2.1 Tokenizing"}),"\n",(0,i.jsx)(n.p,{children:'A tokenizer breaks unstructured data and natural language text into chunks of information that can be considered as discrete elements. Normally, it is the first step in each NLP project. The two most common versions of tokenizers are the "word based tokenizing" and the "sentence based tokenizing".'}),"\n",(0,i.jsx)(n.h4,{id:"tokenizing-by-words",children:"Tokenizing by words"}),"\n",(0,i.jsx)(n.p,{children:'Words are like the atoms of natural language. They are the smallest unit of meaning that still makes sense on its own. Tokenizing a text by word allows to identify words that come up particularly often. For example, if you were analyzing a group of job postings, then you might find that the word "Python" comes up often. That could suggest high demand for Python knowledge, but you would need to look deeper to know more.'}),"\n",(0,i.jsx)(n.h4,{id:"tokenizing-by-sentence",children:"Tokenizing by sentence"}),"\n",(0,i.jsx)(n.p,{children:"When you tokenize by sentence, you can analyze how those words relate to one another and see more context."}),"\n",(0,i.jsx)(n.h3,{id:"22-stemming",children:"2.2 Stemming"}),"\n",(0,i.jsx)(n.p,{children:'Stemming and Lemmatization are text normalization (or sometimes called word normalization) techniques in the field of natural language processing that are used to prepare text, words, and documents for further processing, because the mathematical models needs a vector description of a word or a sentence, and can not work with "strings" directly. Stemming and Lemmatization have been studied, and algorithms have been developed in Computer Science since the 1960\u2019s.'}),"\n",(0,i.jsx)(n.p,{children:'Stemming is a text processing task in which reduces words to their root, which is the core part of a word. For example, the words "helping" and "helper" share the root "help". Stemming allows to zero in on the basic meaning of a word rather than all the details of how it is being used. Stemming a word or sentence may result in words that are not actual words. Stems are created by removing the suffixes or prefixes used with a word. The natural language toolkit (NLTK) contains more than only one stemming algorithm. For the English language, you can choose between PorterStammer or LancasterStammer, PorterStemmer being the oldest one originally developed in 1979. LancasterStemmer was developed in 1990 and uses a more aggressive approach than Porter Stemming Algorithm.'}),"\n",(0,i.jsx)(n.h4,{id:"porter-stemmer",children:"Porter Stemmer"}),"\n",(0,i.jsx)(n.p,{children:'Porter Stemmer uses suffix stripping to produce stems. Notice how the Porter Stemmer is giving mthe root (stem) of the word "cats" by simply removing the "s" after cat. This is a suffix added to cat to make it plural. But if you look at "trouble", "troubling" and "troubled" they are stemmed to "trouble" because Porter Stemmer algorithm does not follow linguistics rather a set of rules for different cases that are applied in phases (step by step) to generate stems. This is the reason why Porter Stemmer does not often generate stems that are actual English words.'}),"\n",(0,i.jsx)(n.h4,{id:"lancaster-stemmer",children:"Lancaster Stemmer"}),"\n",(0,i.jsx)(n.p,{children:"The Lancaster Stemmer (Paice-Husk stemmer) is an iterative algorithm with rules saved externally. One table containing about 120 rules indexed by the last letter of a suffix. At each iteration, it tries to find an applicable rule by the last character of the word. Each rule specifies either a deletion or replacement of an ending. If there is no such rule, it terminates. It also terminates if a word starts with a vowel and there are only two letters left or if a word starts with a consonant and there are only three characters left. Otherwise, the rule is applied, and the process repeats."}),"\n",(0,i.jsx)(n.h4,{id:"snowball-stemmer",children:"Snowball Stemmer"}),"\n",(0,i.jsx)(n.p,{children:"The Snowball Stemmer is a non-English stemmer. With the Snowball Stemmer it is possible to create a own language stemmer."}),"\n",(0,i.jsx)(n.h3,{id:"23-lemmatizing",children:"2.3 Lemmatizing"}),"\n",(0,i.jsx)(n.p,{children:"Lemmatization, unlike Stemming, reduces the inflected words properly ensuring that the root word belongs to the language. In Lemmatization root word is called Lemma. A lemma (plural lemmas or lemmata) is the canonical form, dictionary form, or citation form of a set of words. For example, runs, running, ran are all forms of the word run, therefore run is the lemma of all these words. Because lemmatization returns an actual word of the language, it is used where it is necessary to get valid words. The Python NLTK library provide the WordNet Lemmatizer that uses the WordNet Database to lookup lemmas of the words."}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.strong,{children:"Now the question may arise, when do I use which method (Stemming or Lemmatizing)?"})}),"\n",(0,i.jsx)(n.p,{children:"The Stemmer method is much faster than Lemmatizing, but it produces in general worse results. Using Stemming might end up that the generated stem is not an actual word, because it uses no corpus. It depends a bit on the current problem which you are working on. If you are building a language application in which language and a grammatic is important, then the lemmatizing approach will be better than the stemming approach."}),"\n",(0,i.jsx)(n.h2,{id:"3-word-embeddings",children:"3. Word embeddings"}),"\n",(0,i.jsx)(n.h3,{id:"31-overview-of-word-embeddings",children:"3.1 Overview of word embeddings"}),"\n",(0,i.jsx)(n.p,{children:"In NLP, word embedding is a projection of a word, consisting of characters into meaningful vectors of real numbers. Conceptually it involves a mathematical embedding from a dimension N (all words in a given corpus)-often a simple one-hot encoding is used- to a continuous vector space with a much lower dimensionality, typically 128 or 256 dimensions are used. Word embedding is a crucial preprocessing step for training a neural network. There extists many different approaches for word embedding, which will be explained in the following sections of this blog."}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.strong,{children:"There are two main properties for a useful projection:"})}),"\n",(0,i.jsxs)(n.ul,{children:["\n",(0,i.jsx)(n.li,{children:"Distributed representation of concepts and continuity of words sharing similar properties"}),"\n",(0,i.jsx)(n.li,{children:"Allow to learn this projection for the given task"}),"\n"]}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.img,{src:"https://miro.medium.com/v2/resize:fit:1400/1*sROrntT_wJOI6-DoBViyjw.jpeg",alt:"image"})}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.em,{children:"Fig.1 - Illustration of a word embedding"})}),"\n",(0,i.jsx)(n.h3,{id:"32-one-hot-encoding",children:"3.2 One-hot encoding"}),"\n",(0,i.jsx)(n.p,{children:"One-hot encoded words are not useful to solve a NLP task successfully. Assume that an arbitrary dictionary consists out of 5000 different words. This means, when using one-hot encoding, each word will be represented by a vector of length 5000, but 4999 of these entries are zero. It can be concluded, that the dimensionality gets very high and the featurespace is very sparse. Additionally there is not any connection of words with a similar meaning, as visible in figure 1 above."}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.img,{src:"https://miro.medium.com/v2/resize:fit:1348/1*9ZuDXoc2ek-GfHE2esty5A.png",alt:"image"})}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.em,{children:"Fig.2 - Example of a one-hot encoding for words"})}),"\n",(0,i.jsx)(n.h3,{id:"33-embedding-layer",children:"3.3 Embedding layer"}),"\n",(0,i.jsx)(n.p,{children:"A standard approach is, to feed the one-hot encoded tokens (mostly words, or sentence) into a embedding layer. During training the model tries to find a suitable embedding (lower dimensionality as the input layer). The position of a word within the vector space is learned from text and is based on the words that surround the word when it is used. In some cases it could be useful to use a pretrained embedding, which was trained on a hugh corpus of words. Figure 3 shows a schematic architecture of a word based embedding layer."}),"\n",(0,i.jsxs)(n.ul,{children:["\n",(0,i.jsxs)(n.li,{children:[(0,i.jsx)(n.strong,{children:"Input:"})," one-hot encoding of the word in a vocabulary"]}),"\n",(0,i.jsxs)(n.li,{children:[(0,i.jsx)(n.strong,{children:"Output:"})," one vector of N dimensions (given by the user, probably tuned with hyperparameter tuning)"]}),"\n"]}),"\n",(0,i.jsx)(n.p,{children:"There exists many different approaches of word embedding, some of the most popular ones we will look in more detail during the following sections."}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.img,{src:"https://miro.medium.com/v2/resize:fit:1400/1*pktqRMGoYo9_fRCI8RpKLQ.jpeg",alt:"image"})}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.em,{children:"Fig.3 - Visualization of a embedding layer"})}),"\n",(0,i.jsx)(n.h4,{id:"331-training-of-an-embedding-layer",children:(0,i.jsx)(n.strong,{children:"3.3.1 Training of an embedding layer"})}),"\n",(0,i.jsx)(n.p,{children:"There exists three main options to train a embedding layer, and it depends on the natural language processing problem which approach should be chosen, to solve the problem."}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.strong,{children:"Three main options for training a embedding layer:"})}),"\n",(0,i.jsxs)(n.ul,{children:["\n",(0,i.jsx)(n.li,{children:"Train the weights of the embedding layer from scratch for a given task."}),"\n",(0,i.jsx)(n.li,{children:"Use a pretrained embedding such as word2vec, GloVe, FastText, ELMo, (these approaches will be explained in more detail later on)."}),"\n",(0,i.jsx)(n.li,{children:"Similar approach as for transfer learning: take a pretrained embedding and fine tune it through training (with a very small learningrate, e.g: 1e-5) for the given task."}),"\n"]}),"\n",(0,i.jsx)(n.h3,{id:"332-keras-embedding-layer",children:"3.3.2 Keras embedding layer"}),"\n",(0,i.jsx)(n.p,{children:"Keras offers an embedding layer that can be used for neural networks, such as RNN\u2019s (recurrent neural networks) for text data. This layer is defined as the first layer of a more complex architecture. The embedding layer needs at least three input values:"}),"\n",(0,i.jsxs)(n.ul,{children:["\n",(0,i.jsxs)(n.li,{children:[(0,i.jsx)(n.strong,{children:"input_dim:"})," Integer. Size of the vocabulary, i.e. maximum integer index+1."]}),"\n",(0,i.jsxs)(n.li,{children:[(0,i.jsx)(n.strong,{children:"output_dim:"})," Integer. Dimension of the dense embedding."]}),"\n",(0,i.jsxs)(n.li,{children:[(0,i.jsx)(n.strong,{children:"input_length:"})," Length of input sequences, when it is constant. This argument is required if you are going to connect Flatten then Dense layers upstream (without it, the shape of the dense outputs cannot be computed)."]}),"\n"]}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.strong,{children:"Example:"})}),"\n",(0,i.jsxs)(n.ul,{children:["\n",(0,i.jsxs)(n.li,{children:[(0,i.jsx)(n.code,{children:"e = Embedding(200, 32, input_length=50)"})," \u2192 vocabulary with 200 words, output dimension should be 50 and each document will have 50 words"]}),"\n"]}),"\n",(0,i.jsx)(n.h4,{id:"example-of-a-keras-embedding-layer",children:"Example of a keras embedding layer"}),"\n",(0,i.jsx)(n.pre,{children:(0,i.jsx)(n.code,{className:"language-python",children:"# define the model\n\nmodel = tf.keras.Sequential()\n\n#vocabulary size = 30, inputlegth = 4, output size = 8\n\nmodel.add(tf.keras.layers.Embedding(vocabsize, 8, inputlength=maxlength))model.add(tf.keras.layers.Flatten())\n\n#binary classification problem\n\nmodel.add(tf.keras.layers.Dense(1, activation='sigmoid'))# compile the model\n\nmodel.compile(optimizer='adam',\n\nloss='binarycrossentropy',\n\nmetrics=['accuracy'])# summarize the model\n\nprint(model.summary())\n"})}),"\n",(0,i.jsx)(n.p,{children:"Model summary"}),"\n",(0,i.jsx)(n.pre,{children:(0,i.jsx)(n.code,{className:"language-python",children:'Model: "sequential_2"\n\nLayer (type) - Output Shape - Param\n===\nembedding_1 (Embedding) - (None, 4, 8) - 400\nflatten_1 (Flatten) - (None, 32) - 0\ndense_1 (Dense) - (None, 1) - 33\n====\nTotal params: 433\nTrainable params: 433\nNon-trainable params: 0\n---\nNone\n'})}),"\n",(0,i.jsx)(n.p,{children:"Results"}),"\n",(0,i.jsx)(n.pre,{children:(0,i.jsx)(n.code,{className:"language-python",children:"# fit the model\nmodel.fit(padded_docs, labels, epochs=50, verbose=0)\n\n# evaluate the model\nloss, accuracy = model.evaluate(padded_docs, labels, verbose=0)\n\nprint('Accuracy: %f' % (accuracy*100))\n\n#100.00\n"})}),"\n",(0,i.jsx)(n.h3,{id:"34-word2vec",children:"3.4 Word2Vec"}),"\n",(0,i.jsx)(n.p,{children:"Word2Vec relates to a type of models, producing word embedding into space with contextual similarity, i.e. words that share common contexts are located in close proximity. We will explain the three main architectures of the word2Vec approach in the next sections. For more details we refer to the original papers."}),"\n",(0,i.jsx)(n.p,{children:'One hypothesis of the word2vec approach is, that a word is represented by its "context", or in other words, a window around the target word is created and words falling in the window are added to the "bag" disregarding the order. The word2vec mapping is not only about clustering related words, it is also able to preserve some "path meaning".'}),"\n",(0,i.jsx)(n.p,{children:"For the word2vec approach, there exist many different architecture approaches:"}),"\n",(0,i.jsxs)(n.ul,{children:["\n",(0,i.jsxs)(n.li,{children:[(0,i.jsx)(n.strong,{children:"One word context:"})," uses only one single word as context (this strategy is not often used, mainly a educational approach)."]}),"\n",(0,i.jsxs)(n.li,{children:[(0,i.jsx)(n.strong,{children:"Skip-gram model:"})," An extension of one word context to multi word context at the output."]}),"\n",(0,i.jsxs)(n.li,{children:[(0,i.jsx)(n.strong,{children:"Continuous bag-of-word model:"})," An extension of one word context to multi word context at the input."]}),"\n"]}),"\n",(0,i.jsx)(n.h4,{id:"341-one-word-context-model",children:"3.4.1 One word context model"}),"\n",(0,i.jsx)(n.p,{children:"The one word approach takes only one word as input and tries, based on this input to predtict the output word. This approach is not used widely in practise, it is more an educational approach, because the model can not learn any context in a given document."}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.strong,{children:"Lossfunction of the one word context model"})}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.img,{src:"https://miro.medium.com/v2/resize:fit:532/1*y8Tst8vqxQoaiY-75AqEqg.png",alt:"image"})}),"\n",(0,i.jsx)(n.p,{children:"The model simply tries to maximise the negative log of the probability of the output word given the input word."}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.img,{src:"https://miro.medium.com/v2/resize:fit:1400/1*IsK_X7YdgmOVFGhIpuKEJA.jpeg",alt:"image"})}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.em,{children:"Fig.4 - one word context model"})}),"\n",(0,i.jsx)(n.h4,{id:"342-skip-gram-model",children:"3.4.2 Skip-gram model"}),"\n",(0,i.jsx)(n.p,{children:"A more suitable approach than the one word context model is the skip-gram model. This model takes one target word as input to predict the context (neighbouring words)."}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.img,{src:"https://miro.medium.com/v2/resize:fit:1128/1*ieqh2zbnW7K0cmXk9BusXA.jpeg",alt:"image"})}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.em,{children:"Fig.5 - skip-gram model"})}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.strong,{children:"Lossfunction of the skip-gram model"})}),"\n",(0,i.jsx)(n.p,{children:"The lossfunction is not very different than the lossfunction of the word context model."}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.img,{src:"https://miro.medium.com/v2/resize:fit:1018/1*n_ot-YRLGznWvFGfc8TfqQ.png",alt:"image"})}),"\n",(0,i.jsx)(n.h4,{id:"343-continuous-bag-of-word",children:"3.4.3 Continuous bag-of-word"}),"\n",(0,i.jsx)(n.p,{children:"In the continuous bag-of-word approach (CBOW) the model tries to predict the actual word based from some surrounding words, in this sense it is the reversed approach of the skip gram model. The order of the surrounding words does not influence the prediction (therefore: bag-of-words)."}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.img,{src:"https://miro.medium.com/v2/resize:fit:1100/1*kCgUJvDMw4bgULaddAMgYA.jpeg",alt:"image"})}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.em,{children:"Fig.6 - Continuous bag-of-word model"})}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.strong,{children:"Lossfunction of the continuous bag-of-word model"})}),"\n",(0,i.jsx)(n.p,{children:"The lossfunction is similar to the lossfunction of the one word model. The only difference is that more than one words are given."}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.img,{src:"https://miro.medium.com/v2/resize:fit:938/1*UyLbzvpdpARj1TUtL4naWg.png",alt:"image"})}),"\n",(0,i.jsx)(n.p,{children:"More about the mathematical concept behind the model can be found in original paper."}),"\n",(0,i.jsx)(n.h3,{id:"35-glove---global-vectors-for-word-representation",children:"3.5 GloVe - Global vectors for word representation"}),"\n",(0,i.jsx)(n.p,{children:"Another, more advanced approach for word embedding is the GloVe model. GloVe means global vectors for word representation. This approach is not based on a pure ANN (artificial neural network) approach, but also on statistical approaches. The GloVe-approach combines basically the advantages of the word2vec approach and the LSA approach. LSA mean Latent Semantic Analysis and was one of the first approaches for vector embedding of words."}),"\n",(0,i.jsx)(n.p,{children:"GloVe is an unsupervised learning algorithm for obtaining vector representations for words. Training is performed on aggregated global word-word co-occurrence statistics from a corpus, and the resulting representations showcase interesting linear substructures of the word vector space."}),"\n",(0,i.jsx)(n.h4,{id:"351-basic-principle-of-glove",children:"3.5.1 Basic principle of GloVe"}),"\n",(0,i.jsx)(n.p,{children:"Some basic notation first:"}),"\n",(0,i.jsxs)(n.ul,{children:["\n",(0,i.jsxs)(n.li,{children:[(0,i.jsx)(n.strong,{children:(0,i.jsx)(n.em,{children:"X"})})," : is the matrix of word-word co-occurrence. The matrix is quadratic and has the shape of the number of words in the corpus."]}),"\n",(0,i.jsxs)(n.li,{children:[(0,i.jsx)(n.strong,{children:(0,i.jsx)(n.em,{children:"X_i=\u2211(X_ik)"})})," : The number of times any word appears in the context of word i."]}),"\n",(0,i.jsxs)(n.li,{children:[(0,i.jsx)(n.strong,{children:(0,i.jsx)(n.em,{children:"P_ij=P(i|j)=X_ij/X_i"})})," : the probability that word j appear in the context of word i."]}),"\n"]}),"\n",(0,i.jsxs)(n.p,{children:["Given a corpus having ",(0,i.jsx)(n.strong,{children:(0,i.jsx)(n.em,{children:"V"})})," words, the co-occurence matrix ",(0,i.jsx)(n.strong,{children:(0,i.jsx)(n.em,{children:"X"})})," will have the shape of ",(0,i.jsx)(n.strong,{children:(0,i.jsx)(n.em,{children:"V*V"})})," where the i-th row and j-th column of ",(0,i.jsx)(n.strong,{children:(0,i.jsx)(n.em,{children:"X"})}),",",(0,i.jsx)(n.strong,{children:(0,i.jsx)(n.em,{children:"X_ij"})})," denotes, how many times word ",(0,i.jsx)(n.strong,{children:(0,i.jsx)(n.em,{children:"i"})})," has co-occurred with word ",(0,i.jsx)(n.strong,{children:(0,i.jsx)(n.em,{children:"j"})}),"."]}),"\n",(0,i.jsx)(n.p,{children:"As an easy example, we are using the following sentence:"}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.strong,{children:'"the cat sat on the mat".'})}),"\n",(0,i.jsx)(n.p,{children:'We use a windowsize of "one" for this example, but it is also possible / useful to use a larger window size. Figure 7, shows the resulting co-occurrence matrix of the example sentence above:'}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.img,{src:"https://miro.medium.com/v2/resize:fit:630/1*mdFqxZKedPy8-Bhhuth-Eg.jpeg",alt:"image"})}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.em,{children:"Fig.7 - Example of a simple Co-occurence matrix"})}),"\n",(0,i.jsx)(n.p,{children:"To measure the similarity between words, we need three words at a time. The following table shows such an example:"}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.img,{src:"https://miro.medium.com/v2/resize:fit:1196/1*wGQzP1BWYgkfajyjZfj8CA.jpeg",alt:"image"})}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.em,{children:"Fig.8 - GloVe probability table"})}),"\n",(0,i.jsx)(n.p,{children:"The table above shows the co-occurrence probabilities for target words ice and steam with selected context words from a six billion token corpus. Only in the ratio does noise from non-discriminative words like water and fashion cancel out, so that large values (much greater than one) correlate well with properties specific to ice, and small values (much less than one) correlate well with properties specific of steam."}),"\n",(0,i.jsx)(n.p,{children:'You can see that given two words, i.e. ice and steam, if the third word k (also called the "probe word"):'}),"\n",(0,i.jsxs)(n.ul,{children:["\n",(0,i.jsxs)(n.li,{children:["is very similar to ice but irrelevant to steam (e.g. k=solid), ",(0,i.jsx)(n.strong,{children:(0,i.jsx)(n.em,{children:"P_ik/P_jk"})})," will be very high (",(0,i.jsx)(n.code,{children:">1"}),"),"]}),"\n",(0,i.jsxs)(n.li,{children:["is very similar to steam but irrelevant to ice (e.g. k=gas), ",(0,i.jsx)(n.strong,{children:(0,i.jsx)(n.em,{children:"P_ik/P_jk"})})," will be very small (",(0,i.jsx)(n.code,{children:"<1"}),"),"]}),"\n",(0,i.jsxs)(n.li,{children:["is related or unrelated to either words, then ",(0,i.jsx)(n.strong,{children:(0,i.jsx)(n.em,{children:"P_ik/P_jk"})})," will be close to 1"]}),"\n"]}),"\n",(0,i.jsxs)(n.p,{children:["So, if we can find a way to incorporate ",(0,i.jsx)(n.strong,{children:(0,i.jsx)(n.em,{children:"P_ik/P_jk"})})," to computing word vectors we will be achieving the goal of using global statistics when learning word vectors."]}),"\n",(0,i.jsx)(n.h4,{id:"352-mathematical-background-of-the-glove-approach",children:"3.5.2 Mathematical background of the GloVe approach"}),"\n",(0,i.jsx)(n.p,{children:"It can be shown, that an appropriate starting point for word vector learning could be working with ratios of co-occurrence probabilities rather then the probabilities themselves. We take the following equation as a starting point:"}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.img,{src:"https://miro.medium.com/v2/resize:fit:490/1*Ehxi0Kd1FbZivISBNJrxcw.png",alt:"image"})}),"\n",(0,i.jsxs)(n.p,{children:["In the formula from above, ",(0,i.jsx)(n.strong,{children:(0,i.jsx)(n.em,{children:"F()"})})," can be taken to be a complicated function parameterized by a neural network. The ratio ",(0,i.jsx)(n.strong,{children:(0,i.jsx)(n.em,{children:"P_ik/P_jk"})})," depends on three words ",(0,i.jsx)(n.strong,{children:(0,i.jsx)(n.em,{children:"i"})}),",",(0,i.jsx)(n.strong,{children:(0,i.jsx)(n.em,{children:"j"})})," and ",(0,i.jsx)(n.strong,{children:(0,i.jsx)(n.em,{children:"k"})}),". In the formula above are ",(0,i.jsx)(n.strong,{children:"w"})," the word vectors and ",(0,i.jsx)(n.strong,{children:(0,i.jsx)(n.em,{children:"w_tilde"})})," are the separate context vectors."]}),"\n",(0,i.jsx)(n.p,{children:"After some recalculation steps we get to following formula:"}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.img,{src:"https://miro.medium.com/v2/resize:fit:734/1*3NZVpENLBeAxdIX7KxTKZQ.png",alt:"image"})}),"\n",(0,i.jsxs)(n.p,{children:["A main drawback to this model is that it weights all co-occurrences evenly, even those that happen rarely or never. Such rare co-occurrences are noisy and carry less information than the more frequent ones - yet even just the zero entries account for 75-95% of the data in ",(0,i.jsx)(n.strong,{children:(0,i.jsx)(n.em,{children:"X"})}),", depending on the vocabulary size and corpus. The authors from the GloVe-paper proposed a new weighted least squares regression model that addresses these problems. The weight function ",(0,i.jsx)(n.strong,{children:(0,i.jsx)(n.em,{children:"f(Xij)"})})," is shown in figure 9."]}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.strong,{children:"Lossfunction of the GloVe model"})}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.img,{src:"https://miro.medium.com/v2/resize:fit:1162/1*RqSbaez98jyc6jj49qZ2CA.png",alt:"image"})}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.img,{src:"https://miro.medium.com/v2/resize:fit:1216/1*TXWYDO4f8pGipKk2hRWzfw.png",alt:"image"})}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.em,{children:"Fig.9 - Example of the weightfunction f(Xij)"})}),"\n",(0,i.jsx)(n.h4,{id:"353-training-details-of-glove",children:"3.5.3 Training details of GloVe"}),"\n",(0,i.jsx)(n.p,{children:'Glove is based on matrix factorization techniques on the word-context matrix, also known as the co-occurrence matrix. It first constructs a large matrix of (words - context) co-occurrence information (the violett matrix in figure 10 below), i.e. for each "word" (the rows), we count how frequently we see this word in some "context" (the columns) in a large corpus. The number of "contexts" is of course large, since it is essentially combinatorial in size. The idea then is to apply matrix factorization to approximate this matrix as depicted in the following figure 10.'}),"\n",(0,i.jsx)(n.p,{children:'So then we factorize this matrix to yield a lower-dimensional (word - features) matrix (the orange matrix in figure 10 below), where now each row yields a vector representation for the corresponding word. In general, this is done by minimizing a "reconstruction loss". This loss tries to find the lower-dimensional representations which can explain most of the variance in the high-dimensional data.'}),"\n",(0,i.jsx)(n.p,{children:"Mostly the word-feature matrix and the feature-context matrix are initialized randomly and attempt to multiply them to get a word-context co-occurrence matrix, which is as similar as possible to the original matrix. After training, the word-featrue matrix gives the learned word embedding for each word where the number of columns (features) can be present to a specific number of dimension, given by the user as a hyperparameter."}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.img,{src:"https://miro.medium.com/v2/resize:fit:1400/1*8UEaG6Bm9krv8N7IDnjvxg.png",alt:"image"})}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.em,{children:"Fig.10 - Conceptual model for the GloVe model"})}),"\n",(0,i.jsx)(n.h3,{id:"36-fasttext-enriching-word-vectors-with-subword-information",children:"3.6 FastText (enriching word vectors with subword information)"}),"\n",(0,i.jsx)(n.p,{children:"FastText is a extension of the traditional Word2Vec approach, especially the continuous skip-gram model and it was proposed by Facebook. Instead of feeding different individual words into the neural network, FastText breaks down the words into several n-grams, or sub-words. The word embedding vector for a word will be the sum of all of its n-grams."}),"\n",(0,i.jsx)(n.p,{children:"FastText has one main advantage in contrast to the previous explained methods. This approach can not only represent the words in the vocabulary, but also out-of-vocabulary words can be represented since their n-grams probably appears in other words of the trainingset. This can be very useful for compound words."}),"\n",(0,i.jsx)(n.h4,{id:"361-keypoints-of-fasttext",children:"3.6.1 Keypoints of FastText"}),"\n",(0,i.jsx)(n.h5,{id:"hierarchical-softmax",children:"hierarchical softmax"}),"\n",(0,i.jsxs)(n.p,{children:["A softmax function is very common used as an activation function to output the probability of a given input to belong to ",(0,i.jsx)(n.strong,{children:(0,i.jsx)(n.em,{children:"n"})})," different classes in multi-class classification problems. Hierarchical softmax proves to be very efficient when there are a large number of categories and there is a class imbalance present in the data. Here, the classes are arranged in a tree distribution instead of a flat, list-like structure. The construction of the hierarchical softmax layer is based on the Huffman coding tree, which uses shorter trees to represent more frequently occurring classes and longer trees for rarer, more infrequent classes. The probability that a given text belongs to a class is explored via a depth-first search along the nodes across the different branches. Therefore, branches (or equivalently, classes) with low probabilities can be discarded away. For data where there are a huge number of classes, this will result in a highly reduced order of complexity, thereby speeding up the classification process significantly compared to traditional models."]}),"\n",(0,i.jsx)(n.p,{children:"A more detailed explanation, also with the mathematics behind can be found in this post."}),"\n",(0,i.jsx)(n.h5,{id:"word-n-grams",children:"Word n-grams"}),"\n",(0,i.jsx)(n.p,{children:"Using only a bag of words representation of the text leaves out crucial sequential information. Taking word order into account will end up being computationally expensive for large datasets. So as a happy medium, FastText incorporates a bag of n-grams representation along with word vectors to preserve some informations about the surrounding words appearing near each word. This representation is very useful for classification applications, as the contextual meaning of a couple of different words strung together also results in a particular sentiment echoed by that piece of text."}),"\n",(0,i.jsx)(n.h5,{id:"n-gram-hashing",children:"n-gram hashing"}),"\n",(0,i.jsx)(n.p,{children:"Working with n-grams lead to a very huge number of different n-grams. The FastText approach uses a hashing function to convert each character n-gram to a hashed integer value between 1 and B. This method can dramatically decrease the the size of the bucket."}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.img,{src:"https://miro.medium.com/v2/resize:fit:990/1*zDPmG8lQgjh41JbRygEQcQ.png",alt:"image"})}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.em,{children:"Fig.11 - Visualization of the dictionary reduction"})}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.img,{src:"https://miro.medium.com/v2/resize:fit:850/1*rG_CB4twhOg3vD5AgR1t0w.png",alt:"image"})}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.em,{children:"Fig.12 - Visualization of hashing process"})}),"\n",(0,i.jsx)(n.h4,{id:"362-mathematical-background-of-the-fasttext-approach",children:"3.6.2 Mathematical background of the FastText approach"}),"\n",(0,i.jsxs)(n.p,{children:[(0,i.jsx)(n.strong,{children:"log-likelihood of the skipgram model"})," (given is the target word, and the model is trained to predict well words that appear in its context):"]}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.img,{src:"https://miro.medium.com/v2/resize:fit:650/1*bV89nzlGh4GBTKKxgky6mA.png",alt:"image"})}),"\n",(0,i.jsxs)(n.p,{children:["The context ",(0,i.jsx)(n.strong,{children:(0,i.jsx)(n.em,{children:"C_t"})})," is the set of indices of words surrounding word ",(0,i.jsx)(n.strong,{children:(0,i.jsx)(n.em,{children:"w_t"})}),". The skipgram model uses a scoring function, and calcualte the probability ",(0,i.jsx)(n.strong,{children:(0,i.jsx)(n.em,{children:"p(wc|wt)"})})," with a softmax function. The FastText model uses a very similar scoring function but in a slightly different way. In the FastText approach, each word ww will be represented as a bag of n-grams."]}),"\n",(0,i.jsx)(n.p,{children:"Here a simple example:"}),"\n",(0,i.jsx)(n.p,{children:"input word: where \u2192 split in n-grams (where n=3): wh, whe, her, ere, re"}),"\n",(0,i.jsx)(n.p,{children:"The main difference between skipgram and FastText is only that the scoring function is the sum over all n-gram vectors."}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.img,{src:"https://miro.medium.com/v2/resize:fit:604/1*ZtY01Q5ajXLMc1ByTwEkcA.png",alt:"image"})}),"\n",(0,i.jsx)(n.p,{children:"A word will be represented by the sum of the vector representation of its different n-grams. This scoring function is then used for the softmax function, same as in the skipgram approach."}),"\n",(0,i.jsx)(n.h4,{id:"363-architecture-of-fasttext",children:"3.6.3 Architecture of FastText"}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.img,{src:"https://miro.medium.com/v2/resize:fit:1206/1*Y8526ukD0Dk9IpAssFsCxw.png",alt:"image"})}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.em,{children:"Fig.13 - Architecture overview of the FastText model"})}),"\n",(0,i.jsx)(n.h3,{id:"37-elmo",children:"3.7 ELMo"}),"\n",(0,i.jsx)(n.p,{children:"All previous presented word embedding approaches have one thing together. They all have exactly one embedding for one word or a n-gram of a word. They do not look at the contextual relationship of a specific word, or only in a very small range and in a limited way (skip gram model)."}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.strong,{children:"These approaches have two main problems:"})}),"\n",(0,i.jsxs)(n.ul,{children:["\n",(0,i.jsx)(n.li,{children:"Always the same representation for a word type, regardless of the context in which a word token occurs."}),"\n",(0,i.jsx)(n.li,{children:"We just have one representation for a word, but words have different aspects, including semantics, syntatic behaviour, and register/connotations"}),"\n"]}),"\n",(0,i.jsx)(n.p,{children:"In contrast to Word2Vec, ELMo (Embeddings from language models) looks at the entire sentence before assigning each word in its embedding. The ELMo approach makes the step over from simple word embedding, like the approaches shown before to language model."}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.strong,{children:"Here one example where ELMo can help for creating a better embedding:"})}),"\n",(0,i.jsxs)(n.ul,{children:["\n",(0,i.jsxs)(n.li,{children:['"The ',(0,i.jsx)(n.strong,{children:"plane"}),' took of at exactly nine o\u2019clock"']}),"\n",(0,i.jsxs)(n.li,{children:['"The ',(0,i.jsx)(n.strong,{children:"plane"}),' surface is a must for any cricket pitch"']}),"\n",(0,i.jsxs)(n.li,{children:[(0,i.jsx)(n.strong,{children:'"Plane'}),' geometry is fun to study"']}),"\n"]}),"\n",(0,i.jsx)(n.p,{children:'The word "plane" has in each of this three sentences a completely different meaning.'}),"\n",(0,i.jsx)(n.h4,{id:"371-keypoints-of-elmo",children:"3.7.1 Keypoints of ELMo"}),"\n",(0,i.jsx)(n.p,{children:"Unlike most widely used word embeddings, ELMo word representations are functions of the entire input sentence. Instead of using a fixed embedding for each word, ELMo looks at the entire sentence before assigning each word in it an embedding. It uses a two layer bi-directional LSTM, trained on a specific task to be able to create those embeddings. As for other word embeddings, it is also possible to use a pretrained version of a ELMo model."}),"\n",(0,i.jsx)(n.p,{children:"ELMo gained its language understanding from being trained to predict the next word in a sequence of words - a task called Language Modeling. This is convenient because we have vast amounts of text data that such a model can learn from without needing labels."}),"\n",(0,i.jsx)(n.h4,{id:"372-elmo-architecture",children:"3.7.2 ELMo architecture"}),"\n",(0,i.jsx)(n.p,{children:"ELMo basically consists out of two bi-directional LSTM layers - so that the language model does not only have a sense of the next word, but also the previous word. Given a sequence of N tokens (this could be a whole sentence, or at least a part of a sentence) the bidirectional language model computes the forward and also the backward probability. In more mathematical sense, the ELMo model tries to maximize the log likelihood of the forward and backward probability."}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.img,{src:"https://miro.medium.com/v2/resize:fit:1400/1*eBcOSrMrXReLwKvTedlpxA.png",alt:"image"})}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.strong,{children:"ELMo consists mainly of the following points:"})}),"\n",(0,i.jsxs)(n.ul,{children:["\n",(0,i.jsx)(n.li,{children:"Two biLSTM layers"}),"\n",(0,i.jsx)(n.li,{children:"Character CNN to build initial word representation"}),"\n",(0,i.jsx)(n.li,{children:"The character CNN use residual connections"}),"\n",(0,i.jsx)(n.li,{children:"Tie parameters of token input and output an tie these between forward and backward Language models"}),"\n"]}),"\n",(0,i.jsx)(n.p,{children:"The architecture showed in figure 14, uses a character-level convolutional neural network (CNN) to represent words of a text string into raw word vectors. These raw word vectors act as inputs to the first layer of the biLSTM. The forward pass contains information about a certain word and the context (other words) before that word. The backward pass contains information about the word and the context after it. This pair of information, from the forward and backward pass, forms the intermediate word vectors. These intermediate word vectors are fed into the next layer of the biLSTM. The final representation (ELMo) is the weighted sum of the raw word vectors and the two intermediate word vectors."}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.img,{src:"https://miro.medium.com/v2/resize:fit:1400/1*AS2KJAwx18XbuyAefz9fLQ.jpeg",alt:"image"})}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.em,{children:"Fig.14 - Architecture of the ELMo language model"})}),"\n",(0,i.jsxs)(n.p,{children:["The main part of ELMo, the two bidirectional LSTMs are more or less straight forward. A more interesting part is the embedding part ",(0,i.jsx)(n.strong,{children:(0,i.jsx)(n.em,{children:"(E1,E2,\u2026,En)"})}),". This will be explained in more detail in the upcoming sections."]}),"\n",(0,i.jsx)(n.h4,{id:"373-elmo-embedding",children:"3.7.3 ELMo embedding"}),"\n",(0,i.jsx)(n.p,{children:'In the paper "Character-Aware neural language models", they propose a language model that leverages subword informations through a character-level convolutional neural network (CNN), whose output is used as an input to a recurrent neural network language model (RNN-LM). If we study the architecture in figure 15 in more detail, we can see that the ELMo is quite similar to the character-aware neural language model approach from 2015. They changed the simple vanilla LSTM to a bidirectional LSTM model, but the embedding part is in both approaches the same.'}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.img,{src:"https://miro.medium.com/v2/resize:fit:1020/1*Z4TSBi8Mh_jGc1dltZ_ZpA.jpeg",alt:"image"})}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.em,{children:"Fig.15 - Architecture of the word embedding as a preprocessing step for the ELMo model"})}),"\n",(0,i.jsxs)(n.p,{children:["The first layer performs a lookup of character embeddings (in the example above it is four dimensional) and stack them to the matrix ",(0,i.jsx)(n.strong,{children:(0,i.jsx)(n.em,{children:"C_k"})}),". On the matrix ",(0,i.jsx)(n.strong,{children:(0,i.jsx)(n.em,{children:"C_k"})})," are applied multiple filters (convolutions). In the example above, there are in total twelve filters - three filters with width of two (blue) four filters with width of three, and five filters with the width of four. On the resulting matrices of the filters is applied a max-over-time pooling operation, to obtain a fixed-dimensional representation of each word. This vector is used as input for the highway network. The output of the highway network will be used as input for the first bidirectional LSTM layer in the ELMo architecture."]}),"\n",(0,i.jsx)(n.h4,{id:"374-character-level-convolutional-neural-network",children:"3.7.4 Character-level convolutional neural network"}),"\n",(0,i.jsxs)(n.p,{children:["Let assuming that ",(0,i.jsx)(n.strong,{children:(0,i.jsx)(n.em,{children:"C"})})," is the (one-hot encoded) vocabulary of characters. We can assume that the dimensionality will be 26 (every character in the alphabet). With this two informations we can build up the matrix for the character embeddings ",(0,i.jsx)(n.strong,{children:(0,i.jsx)(n.em,{children:"Q"})}),". The chracter-level representation of a word ",(0,i.jsx)(n.strong,{children:(0,i.jsx)(n.em,{children:"k"})})," with length ",(0,i.jsx)(n.strong,{children:(0,i.jsx)(n.em,{children:"l"})})," is given by the matrix ",(0,i.jsx)(n.strong,{children:(0,i.jsx)(n.em,{children:"C_k"})}),", where the j-th column in ",(0,i.jsx)(n.strong,{children:(0,i.jsx)(n.em,{children:"C_k"})})," corresponds to the character embedding for ",(0,i.jsx)(n.strong,{children:(0,i.jsx)(n.em,{children:"c_j"})})," in ",(0,i.jsx)(n.strong,{children:(0,i.jsx)(n.em,{children:"Q"})}),". In a next step several filters are applied on the matrix ",(0,i.jsx)(n.strong,{children:(0,i.jsx)(n.em,{children:"C_k"})}),". Finally they using a max-over-time pooling, to make sure, that each word have the same length as input of the highway network."]}),"\n",(0,i.jsx)(n.h4,{id:"375-highway-network",children:"3.7.5 Highway network"}),"\n",(0,i.jsx)(n.p,{children:"The next step after the character-level CNN is the highway network. The authors of the paper refer to networks with this architecture as highway networks, since they allow unimpeded information flow across several layers of information highways. The main idea of the introduction of highway networks was, that many recent empirical breakthroughs in supervised machine learning have been achieved through the usage of deep neural networks. However, the training process of deep neural network is not as straight forward as simply adding additional layers to the architecture. Highway networks were a novel approach for the optimization of networks with a virtually arbitrary depth. The approach uses a learned gating mechanism, similar to the LSTM, or RNN gates, with this gating mechanism, the network can have paths along, which some informations can be processed through several layers without attentuation. This is a similar approach as the residual skip connections, which will be shortly explain in a later stage of this blog."}),"\n",(0,i.jsxs)(n.p,{children:["This model uses as input the max-over-time pooled vector, at least in the ELMo approach, created from the character-level CNN. The authors of the paper showed, that it is also possible in principle to feed the output of the charactet-level CNN ",(0,i.jsx)(n.strong,{children:(0,i.jsx)(n.em,{children:"yk"})})," directly to the LSTM layer. But the authors observed, that feed ",(0,i.jsx)(n.strong,{children:(0,i.jsx)(n.em,{children:"yk"})})," through a highway network before the LSTM will lead to some improvements of the accuracy. Highway networks in general can also be used in many other machine learning and deep learning problems. The word embedding in the ELMo approach is just one specific application of the highway network approach."]}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.img,{src:"https://miro.medium.com/v2/resize:fit:1120/1*xI2buV-uemPFE5MvCc2HsA.png",alt:"image"})}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.em,{children:"Fig.16 - Overview of a highway layer"})}),"\n",(0,i.jsxs)(n.p,{children:["A plain feedforward neural network consists mainly of ",(0,i.jsx)(n.strong,{children:(0,i.jsx)(n.em,{children:"L"})})," layers and each layer applies a non-linear transformation ",(0,i.jsx)(n.strong,{children:(0,i.jsx)(n.em,{children:"H"})}),", where ",(0,i.jsx)(n.strong,{children:(0,i.jsx)(n.em,{children:"H"})})," is normally a affine transformation function, followed by a non-linear activation function (sigmoid, ReLU, etc.)."]}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.img,{src:"https://miro.medium.com/v2/resize:fit:396/1*KCnbf6kign76VQXmMXKHCA.png",alt:"image"})}),"\n",(0,i.jsxs)(n.p,{children:["For the highway network, the authors introduced two additional non-linear transformations, ",(0,i.jsx)(n.strong,{children:(0,i.jsx)(n.em,{children:"T(x,W_T)"})})," and ",(0,i.jsx)(n.strong,{children:(0,i.jsx)(n.em,{children:"C(x,W_C)"})}),". This yields to the following formula."]}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.strong,{children:"A layer of the highway network does the following:"})}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.img,{src:"https://miro.medium.com/v2/resize:fit:1006/1*GObc-kv9tmy0XXBeWp3Pew.png",alt:"image"})}),"\n",(0,i.jsxs)(n.p,{children:["whereas ",(0,i.jsx)(n.strong,{children:(0,i.jsx)(n.em,{children:"C = 1-T"})})," and therefore:"]}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.img,{src:"https://miro.medium.com/v2/resize:fit:1138/1*1t0vsGv-ujRn0IKGYTAFOA.png",alt:"image"})}),"\n",(0,i.jsxs)(n.p,{children:["where ",(0,i.jsx)(n.strong,{children:(0,i.jsx)(n.em,{children:"H"})})," is the non-linearity from a plain feedforward layer and ",(0,i.jsx)(n.strong,{children:(0,i.jsx)(n.em,{children:"T"})})," and ",(0,i.jsx)(n.strong,{children:(0,i.jsx)(n.em,{children:"C"})})," are the two additional introduced non-linearities. ",(0,i.jsx)(n.strong,{children:(0,i.jsx)(n.em,{children:"T"})})," is called the transform gate and ",(0,i.jsx)(n.strong,{children:(0,i.jsx)(n.em,{children:"(1\u2212T)"})})," or ",(0,i.jsx)(n.strong,{children:(0,i.jsx)(n.em,{children:"C"})}),' is called the carry gate. Similar to the memory cell in LSTM networks, highway layers allow for training of deep networks by adaptively carrying some dimensions of the input directly to the output. A more detailed explanation of the highway network can be found in the paper "Highway Networks"']}),"\n",(0,i.jsx)(n.h4,{id:"376-elmo-summary",children:"3.7.6 ELMo summary"}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.strong,{children:"Sum up the most important features"})}),"\n",(0,i.jsxs)(n.ul,{children:["\n",(0,i.jsxs)(n.li,{children:[(0,i.jsx)(n.strong,{children:"Contextual:"})," The representation for each word depends on the entire context in which it is used."]}),"\n",(0,i.jsxs)(n.li,{children:[(0,i.jsx)(n.strong,{children:"Deep:"})," The word representations combine all layers of a deep pre-trained neural network."]}),"\n",(0,i.jsxs)(n.li,{children:[(0,i.jsx)(n.strong,{children:"Character based:"})," ELMo representations are purely character based, allowing the network to use morphological clues to form robust representations for out-of-vocabulary tokens unseen in training."]}),"\n"]}),"\n",(0,i.jsx)(n.h2,{id:"4-sequence-to-sequence-models",children:"4. Sequence to sequence Models"}),"\n",(0,i.jsx)(n.p,{children:"The approach of squence to sequence models, or short seq2seq models, was introduced in 2014 by Google. The aim is to map a input vector with a fixed length to a output vector also with a fixed length, but maybe the length of the input and output is different. The model consists basically of a encoder part (one RNN or LSTM layer) and of a decoder part (another RNN or LSTM layer)."}),"\n",(0,i.jsx)(n.h3,{id:"41-encoder---decoder-principle",children:"4.1 Encoder - Decoder principle"}),"\n",(0,i.jsxs)(n.p,{children:["An encoder processes the input sequence and compresses the information into a context vector ",(0,i.jsx)(n.strong,{children:(0,i.jsx)(n.em,{children:"h_t"})})," of a fixed length. The decoder is initialized with the context vector ",(0,i.jsx)(n.strong,{children:(0,i.jsx)(n.em,{children:"h_t"})})," to emit the transformed output. The encoder consists of embedding layer followed by a RNN layer or a LSTM layer. The power of this model lies in the fact that it can map seqeunces of different lengths (input and output vector)."]}),"\n",(0,i.jsx)(n.p,{children:"A basic Seq2Seq model can work quite well for short text sequences, but it has difficulties with long sequences, because the context vector has a fixed length and has to encode a lot of infomation. One possible solution to overcome the problem of long sequences, is to plug in the attention mechanism."}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.img,{src:"https://miro.medium.com/v2/resize:fit:1400/1*eAM9Dl-lPk0nxN0Zbbynew.png",alt:"image"})}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.em,{children:"Fig.17 - Sequence to sequence architecture"})}),"\n",(0,i.jsx)(n.h2,{id:"5-attention-mechanism",children:"5. Attention mechanism"}),"\n",(0,i.jsxs)(n.p,{children:["In the previous architecture (sequence-to-sequence models), the encoder compressed the whole source sentence into a single vector, the so called context vector ",(0,i.jsx)(n.strong,{children:(0,i.jsx)(n.em,{children:"h_t"})}),". This can be very hard - the number of possible meanings of source is infinite. When the encoder is forced to put all information into a single vector, it is likely to forget something. Not only it is hard for the encoder to put all information into a single vector - this is also hard for the decoder to extract all important information from the context vector ",(0,i.jsx)(n.strong,{children:(0,i.jsx)(n.em,{children:"h_t"})}),". The decoder sees only one representation of source. However, at each generation step, different parts of source can be more useful than others. But in the current setting, the decoder has to extract relevant information from the same fixed representation."]}),"\n",(0,i.jsx)(n.p,{children:"An attention mechanism is a part of a neural network. At each decoder step, it decides which source parts are important for the decoder. In this setting, the encoder does not have to compress the whole source into a single vector - it gives representations for all source tokens (for example, all RNN states instead of the last one)."}),"\n",(0,i.jsx)(n.h3,{id:"51-mathematical-background-of-attention-mechanism",children:"5.1 Mathematical background of attention mechanism"}),"\n",(0,i.jsx)(n.p,{children:"There are mainly three different ways to compute attention scores:"}),"\n",(0,i.jsxs)(n.ul,{children:["\n",(0,i.jsx)(n.li,{children:(0,i.jsx)(n.strong,{children:"dot-product - the simplest method:"})}),"\n"]}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.img,{src:"https://miro.medium.com/v2/resize:fit:506/1*Ek-iT96cha-0a6ROPmBEwQ.png",alt:"image"})}),"\n",(0,i.jsxs)(n.ul,{children:["\n",(0,i.jsxs)(n.li,{children:[(0,i.jsx)(n.strong,{children:'bilinear function (aka "Luong attention")'})," more details could be find in the original paper"]}),"\n"]}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.img,{src:"https://miro.medium.com/v2/resize:fit:556/1*6Qe4WGnwqecWbbeLwzhgog.png",alt:"image"})}),"\n",(0,i.jsxs)(n.ul,{children:["\n",(0,i.jsxs)(n.li,{children:[(0,i.jsx)(n.strong,{children:'multi-layer perceptron (aka "Bahdanau attention")'})," more details could be fint in the original paper"]}),"\n"]}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.img,{src:"https://miro.medium.com/v2/resize:fit:890/1*zfFRVgD8VFbRT6PHTfBDvQ.png",alt:"image"})}),"\n",(0,i.jsx)(n.h4,{id:"511-bahdanau-model",children:"5.1.1 Bahdanau model"}),"\n",(0,i.jsxs)(n.p,{children:["The encoder of the bahdanau model has two RNNs layers, one forward and one backward (bidirectional) layer, which reads input in the both directions. For each token, states of the two RNNs are concatenated. To get an attention score, apply a multi-layer perceptron (MLP) to an encoder state and a decoder state. Attention is used between decoder steps: state ",(0,i.jsxs)(n.strong,{children:[(0,i.jsx)(n.em,{children:"h"}),"(t\u22121)_"]})," is used to compute attention and its output, and both ",(0,i.jsxs)(n.strong,{children:[(0,i.jsx)(n.em,{children:"h"}),"(t\u22121)_"]})," and its outputs are passed to the decoder at step ",(0,i.jsx)(n.strong,{children:(0,i.jsx)(n.em,{children:"t"})}),"."]}),"\n",(0,i.jsx)(n.h4,{id:"512-luong-model",children:"5.1.2 Luong model"}),"\n",(0,i.jsxs)(n.p,{children:["The encoder of the luong model uses only one unidirectional RNN layer. The attention mechanism is applied same as in the bahdanau model, after the RNN decoder step ",(0,i.jsx)(n.strong,{children:(0,i.jsx)(n.em,{children:"t"})})," before making a prediction. State ",(0,i.jsx)(n.strong,{children:(0,i.jsx)(n.em,{children:"h_t"})})," used to compute attention and its output. The luong model uses a simpler scoring function (bilinear) than the bahdanau model."]}),"\n",(0,i.jsx)(n.h3,{id:"52-self-attention-mechanism",children:"5.2 Self-attention mechanism"}),"\n",(0,i.jsx)(n.p,{children:'The self-attention mechanism was introduced in the paper "Attention is all you need". This approach is similar to the basic attention mechanism which was shown before. Self-attention is one of the key components of the transformer architecture, which we will explain in section 6 in more detail. The difference between attention and self-attention is that self-attention operates between representations of the same nature: e.g., all encoder states in some layer. Self-attention is the part of the model where tokens interact with each other. Each token "looks" at other tokens in the sentence with an attention mechanism, gathers context, and updates the previous representation of "self".'}),"\n",(0,i.jsx)(n.p,{children:"Formally, this intuition of self-attention is implemented with a query-key-value attention. Each input token of a self-attention layer receives three representations (matrices) corresponding to the roles it can play:"}),"\n",(0,i.jsxs)(n.ul,{children:["\n",(0,i.jsxs)(n.li,{children:[(0,i.jsx)(n.strong,{children:"query"})," - asking for information"]}),"\n",(0,i.jsxs)(n.li,{children:[(0,i.jsx)(n.strong,{children:"key"})," - saying that it has some information"]}),"\n",(0,i.jsxs)(n.li,{children:[(0,i.jsx)(n.strong,{children:"value"})," - giving the information"]}),"\n"]}),"\n",(0,i.jsxs)(n.p,{children:["The self-attention function can be described as mapping a query (",(0,i.jsx)(n.strong,{children:(0,i.jsx)(n.em,{children:"W_Q"})}),") and a set of key-value (",(0,i.jsx)(n.strong,{children:(0,i.jsx)(n.em,{children:"W_K"})}),", ",(0,i.jsx)(n.strong,{children:(0,i.jsx)(n.em,{children:"W_V"})}),") pairs to an output. The input consists of a query vector and key-value vectors (dimension of values: ",(0,i.jsx)(n.strong,{children:(0,i.jsx)(n.em,{children:"d_v"})}),", dimension of keys: ",(0,i.jsx)(n.strong,{children:(0,i.jsx)(n.em,{children:"d_k"})}),"). Based on these three vectors the self-attention layers calculates the three matrices ",(0,i.jsx)(n.strong,{children:(0,i.jsx)(n.em,{children:"W_Q"})}),", ",(0,i.jsx)(n.strong,{children:(0,i.jsx)(n.em,{children:"W_K"})})," and ",(0,i.jsx)(n.strong,{children:(0,i.jsx)(n.em,{children:"W_V"})}),". With these three matrices we can calulate the attention weigths (the output matrix of the attention layer)."]}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.strong,{children:"Formula to calculate the self-attention output:"})}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.img,{src:"https://miro.medium.com/v2/resize:fit:896/1*aOe5BibzwSQYLjYqPrMU_w.png",alt:"image"})}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.img,{src:"https://miro.medium.com/v2/resize:fit:1368/1*glkmu3PCc8oISSO43-lEdg.png",alt:"image"})}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.em,{children:"Fig.18 - Overview of the self-attention mechanism"})}),"\n",(0,i.jsx)(n.h3,{id:"53-multi-head-attention-mechanism",children:"5.3 Multi-head attention mechanism"}),"\n",(0,i.jsxs)(n.p,{children:["The multi-head attention mechanism is an extension of the self-attention mechanism and is also implemented in the transformer architecture. The main idea of the authors of the paper was, instead performing a single attention function with ",(0,i.jsx)(n.strong,{children:(0,i.jsx)(n.em,{children:"d_model"})}),"-dimensional keys, values and queries, it would be beneficial to linearly project the queries, keys and values ",(0,i.jsx)(n.strong,{children:(0,i.jsx)(n.em,{children:"h"})})," times with different, learned linear projections (the ",(0,i.jsx)(n.strong,{children:(0,i.jsx)(n.em,{children:"W_K"})}),", ",(0,i.jsx)(n.strong,{children:(0,i.jsx)(n.em,{children:"W_Q"})})," and ",(0,i.jsx)(n.strong,{children:(0,i.jsx)(n.em,{children:"W_V"})})," matrices)."]}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.img,{src:"https://miro.medium.com/v2/resize:fit:1296/1*XtPNn8-XUXEFHsptvgZRVQ.png",alt:"image"})}),"\n",(0,i.jsx)(n.p,{children:"where:"}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.img,{src:"https://miro.medium.com/v2/resize:fit:1000/1*x7tvbTs6hite9V25k0nidg.png",alt:"image"})}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.img,{src:"https://miro.medium.com/v2/resize:fit:874/1*mHWENrcV7kAF-81OCWqhNw.png",alt:"image"})}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.em,{children:"Fig.19 - Overview of the multi-head attention mechanism"})}),"\n",(0,i.jsx)(n.h2,{id:"6-transformers",children:"6. Transformers"}),"\n",(0,i.jsx)(n.p,{children:'Transformers are introduced in 2017, in the paper "Attention is all you need". It is based solely on attention mechanism: i.e., without recurrence (RNN\u2019s) or convolutions (CNN\u2019s). On top of higher translation quality, the model is faster to train by up to an order of magnitude. Currently, Transformers (with variations) are de-facto standard models not only in sequence to sequence tasks but also for language modeling and in pretraining settings.'}),"\n",(0,i.jsx)(n.p,{children:"Transformer introduced a new modeling paradigm. In contrast to previous models where processing within encoder and decoder was done with recurrence or convolutions, transformer operates using only attention. The original transformer model uses the outputs of the decoder as input for the next prediction step, as shown in figure 20. We will see in the next sections, that some newer versions of the transformer only uses the encoder part or only the decoder part."}),"\n",(0,i.jsxs)(n.p,{children:["The transformer architecture is a stackwise architecture, it is simply possible and also useful to stack several encoder- and decoder layer together. The number of stacks could be a hyperparameter, which should be tuned during training, as well the number of attention head and the dimensions of the ",(0,i.jsx)(n.strong,{children:(0,i.jsx)(n.em,{children:"Q"})}),",",(0,i.jsx)(n.strong,{children:(0,i.jsx)(n.em,{children:"K"})})," and ",(0,i.jsx)(n.strong,{children:(0,i.jsx)(n.em,{children:"V"})})," matrices of the self-attention layer."]}),"\n",(0,i.jsx)(n.h3,{id:"61-transformer-architecture",children:"6.1 Transformer architecture"}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.img,{src:"https://miro.medium.com/v2/resize:fit:1400/1*GDpDsoqIKFpg4L0jIYEdMg.png",alt:"image"})}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.em,{children:"Fig.20 - Overview of the transformer model"})}),"\n",(0,i.jsx)(n.h4,{id:"611-positional-encoding",children:"6.1.1 Positional encoding"}),"\n",(0,i.jsxs)(n.p,{children:["Similiar to the previous shown NLP models, the transformer approach also uses learned embeddings to convert the input tokens and output tokens to vectors of dimension ",(0,i.jsx)(n.strong,{children:(0,i.jsx)(n.em,{children:"d_model"})}),". It is possible to use the Word2Vec embedding, to convert the input words to a continuous vector with a predefined dimension."]}),"\n",(0,i.jsx)(n.p,{children:"The transfomer model contains no recurrent (RNN\u2019s or LSTM\u2019s) an no convolutions, in order to make use of the order of a sequence, it is necessary to insert informations about the relative and absolute position of the input tokens of the model. The authors introduced as an additional embedding step the so called positional embedding, which is applied after the classical word embedding."}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.strong,{children:"Mathematical formulation of the positional encoding approach:"})}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.img,{src:"https://miro.medium.com/v2/resize:fit:1278/1*lL4i6gZ8noFD1X8rseqPdA.png",alt:"image"})}),"\n",(0,i.jsx)(n.p,{children:'The final positional encoding which is then used as input of the transformer is simple a sum of the embedding vector and the positional vector. For example if we consider the word "black", the positional vector is calculated as follow:'}),"\n",(0,i.jsxs)(n.p,{children:[(0,i.jsx)(n.strong,{children:(0,i.jsx)(n.em,{children:"pc(black)=embedding(black)+pe(black)"})}),", therefore it is necessary that the embedding vector and the positional vector have the same dimensions, mostly 512 dimensions."]}),"\n",(0,i.jsx)(n.h4,{id:"612-feed-forward-blocks",children:"6.1.2 Feed forward blocks"}),"\n",(0,i.jsx)(n.p,{children:"Additionally to the attention layers, each stack of the encoder and decoder contains one feed forward network. This layer consists of two linear layers with ReLU non-linearity in between. After looking at other tokens via an attention mechanism, a model uses an feed forward network block to process this new information."}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.strong,{children:"Mathematical formulation of the feed forward layer:"})}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.img,{src:"https://miro.medium.com/v2/resize:fit:1030/1*Xkuep1tFpDxa7h2Ul5AQbQ.png",alt:"image"})}),"\n",(0,i.jsxs)(n.p,{children:['A feed forward layer could be build out of convolutional layer with kernelsize = 1. The network used in the paper "Attention is all you need" has a input and output dimensionality of ',(0,i.jsx)(n.strong,{children:(0,i.jsx)(n.em,{children:"d_model = 512"})})," and the inner layer has a dimensionality of ",(0,i.jsx)(n.strong,{children:(0,i.jsx)(n.em,{children:"d_ff = 2048"})}),"."]}),"\n",(0,i.jsx)(n.h4,{id:"613-residual-connections",children:"6.1.3 Residual connections"}),"\n",(0,i.jsx)(n.p,{children:'Residual connections are very simple (add a block\u2019s input to its output), but at the same time are very useful. They ease the gradient flow through a network and allow stacking a lot of layers. In traditional, basic neural network architectures each output of a layer is feed into the next layer. The authors of the paper "Deep Residual Learning for Image Recognition" showed that deeper network not always ends up with smaller training and test errors. Therefore the residual connections can be very useful for deep networks, for skipping some layers that do not help to improve the model accuracy.'}),"\n",(0,i.jsx)(n.p,{children:"In the transformer, residual connections are used after each multi-head attention and feed forward network block."}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.img,{src:"https://miro.medium.com/v2/resize:fit:1140/1*6WlIo8W1_Qc01hjWdZy-1Q.png",alt:"image"})}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.em,{children:"Fig.21 - Residual block"})}),"\n",(0,i.jsx)(n.h4,{id:"614-layer-normalization",children:"6.1.4 Layer normalization"}),"\n",(0,i.jsx)(n.p,{children:"The layer normalization, which is applied after the multi-head attention layer contains a add and normalization function. The add function is used to sum up the output of the multi-head attention and the residual connection, which comes directly from the input of the attention layer. The layer can be described as follows:"}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.img,{src:"https://miro.medium.com/v2/resize:fit:992/1*nGItSLFnvAvTfB86_aCB1w.png",alt:"image"})}),"\n",(0,i.jsx)(n.p,{children:"Many different methods exists for the layer normalization, but we will not go in detail in this blog."}),"\n",(0,i.jsx)(n.h3,{id:"62-gpt-language-model",children:"6.2 GPT language model"}),"\n",(0,i.jsx)(n.p,{children:"The GPT-1 GPT-2, or GPT-3 are highly advanced models for several NLP taks. These models were introduced by OpenAI. The licence of the actual GPT-3 model was sold to Microsoft and is no longer accessible for the community. OpenAI showed with the GPT-2 and 3 in a very impressive way how fast the reasearch and developement is still going on. The transformers went from training from scratch over fine tuning on a specific task to finally zero shot, or few shots models in less than three years. The newest zero-shot / few-shot GPT-3 model requires no fine tuning for each downstream task and showed quite impressive results in some NLP taks, more details about the GPT-3 paper."}),"\n",(0,i.jsx)(n.p,{children:"OpenAI was reaching the goal of using a GPT model on a downstream task without fine tuning, with the following four steps:"}),"\n",(0,i.jsxs)(n.ul,{children:["\n",(0,i.jsxs)(n.li,{children:[(0,i.jsx)(n.strong,{children:"Fine tuning"}),": A transformer was trained on a large corpus of data (this could be done in a unsupervised way). Afterwards the trained model was fine tuned specifically on a downstream task."]}),"\n",(0,i.jsxs)(n.li,{children:[(0,i.jsx)(n.strong,{children:"Few shot"}),": This step represents a hugh step forward. As startingpoint there is still a pretrained model. When the model needs to make inferences, it is presented with some examples of the task to perform as conditioning. Conditioning replaces weight updating."]}),"\n",(0,i.jsxs)(n.li,{children:[(0,i.jsx)(n.strong,{children:"One shot"}),": This step takes the process yet further. The pretrained GPT model is presented with only one demonstration of the downstream taks. There will be no weight updating"]}),"\n",(0,i.jsxs)(n.li,{children:[(0,i.jsx)(n.strong,{children:"Zero shot"}),": The pretrained GPT model is presented with NO example of the downstream task. Therefore the GPT model must be able to generalize very good on mostly all NLP problems."]}),"\n"]}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.img,{src:"https://miro.medium.com/v2/resize:fit:1400/1*9p0wMj_k8Gdmxaknhm1H6w.jpeg",alt:"image"})}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.em,{children:"Fig.22 - Symbolic example of the different learning approaches in the GPT models"})}),"\n",(0,i.jsx)(n.p,{children:"The main goal of OpenAI is to generalize the concept of understanding language to any downstream taks. Therefore the training is highly intensive and requires a hugh amount of data, because the GPT model rapidly envolved from 117M parameters (GPT-2 small) to 345M parameters (GPT-2 medium) to 762M parameters (GPT-2 large) and 1,542M parameters (GPT-2 extra large).. The newst GPT-3 model has incredible 1.5 billion parameters."}),"\n",(0,i.jsx)(n.p,{children:'All GPT model uses only the decoder part of the original transformer architecture, shown in figure 23 below. In comparison to the BERT model, GPT do not use a bidirectional approach. More about a step-by-step implementation of a GPT model could be found in the book "Transformers for natural language processing" written by Daniel Rothman.'}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.img,{src:"https://miro.medium.com/v2/resize:fit:382/1*Ei9bP_ZaAUJ5iTsC8mFnsw.png",alt:"image"})}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.em,{children:"Fig.23 - Overview of the GPT model archtiecture"})}),"\n",(0,i.jsx)(n.h3,{id:"63-bert-bidirectional-encoder-representations-from-transformers",children:"6.3 BERT (Bidirectional encoder representations from transformers)"}),"\n",(0,i.jsx)(n.p,{children:"The BERT model, a new language representation model from Google AI, uses pre-training and fine-tuning to create state-of-the-art models for a wide range of tasks. These tasks include question answering systems, sentiment analysis, and language inference. BERT uses a multi-layer bidirectional transformer encoder. The self-attention layer performs self-attention in both directions. Google has released two variants of the model:"}),"\n",(0,i.jsxs)(n.ul,{children:["\n",(0,i.jsxs)(n.li,{children:[(0,i.jsx)(n.strong,{children:"BERT Base:"})," Number of transformers layers = 12, total parameters = 110M"]}),"\n",(0,i.jsxs)(n.li,{children:[(0,i.jsx)(n.strong,{children:"BERT Large:"})," Number of transformers layers = 24, total parameters = 340M"]}),"\n"]}),"\n",(0,i.jsx)(n.p,{children:'The BERT approach uses a semi-supervised training approach. The model was pretrained on a large text corpus without any labels (unsupervised learning). Google AI used the the WordPiece word embedding, with 30\'000 tokens vocabulary. The BERT model was trained on the BookCorpus with 800 million words and the English wikipedia with 2500 million words. The pretraining contains two different NLP taks. First, "masked language modeling (MLM)" and "next senctence prediction (NSP)".'}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.strong,{children:"Masked language modeling"})}),"\n",(0,i.jsx)(n.p,{children:'Masked language modeling does not require training a model with a sequence of visible words followed by a masked sequence to predict. Here a short example from the book "Transformers for natural language processing":'}),"\n",(0,i.jsxs)(n.ul,{children:["\n",(0,i.jsx)(n.li,{children:(0,i.jsx)(n.em,{children:'"The cat sat on it because it was a nice rug"'})}),"\n"]}),"\n",(0,i.jsx)(n.p,{children:'The decoder would mask the attention sequence after the model reached the word "it":'}),"\n",(0,i.jsxs)(n.ul,{children:["\n",(0,i.jsx)(n.li,{children:(0,i.jsx)(n.em,{children:'"The cat sat on it masked sequence"'})}),"\n"]}),"\n",(0,i.jsx)(n.p,{children:"But the BERT encoder masks a random token to make a prediction:"}),"\n",(0,i.jsxs)(n.ul,{children:["\n",(0,i.jsx)(n.li,{children:(0,i.jsx)(n.em,{children:'"The cat sat on it MASK it was a nice rug"'})}),"\n"]}),"\n",(0,i.jsx)(n.p,{children:"The multi-head attention sub-layer can now see the whole sequence, run the self-attention process, and predict the masked token."}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.strong,{children:"next sentence prediction"})}),"\n",(0,i.jsx)(n.p,{children:"In this approach the input contains always two sentences. Therefore two new tokens were added:"}),"\n",(0,i.jsxs)(n.ul,{children:["\n",(0,i.jsx)(n.li,{children:"CLS this is a binary classification token, added to the beginning of the first sentence to predict, if the second sentence follows the first one. A positive sample is a pair of two consecutive senctences taken from a dataset. A negative sample is created using sentence from different documents."}),"\n",(0,i.jsx)(n.li,{children:"SEP is a separation token that signals the end of a sequence."}),"\n"]}),"\n",(0,i.jsx)(n.p,{children:"The aim is now to learn, if the two sentence are two consecutive sequences from one document or not."}),"\n",(0,i.jsx)(n.h4,{id:"631-bert-finetuning",children:"6.3.1 BERT finetuning"}),"\n",(0,i.jsxs)(n.p,{children:["The usage of a BERT model for a specific downstream taks is relatively straightforward. There are many different versions of pretrained models available. A very good pasge is ",(0,i.jsx)(n.a,{href:"https://huggingface.co/models",children:"https://huggingface.co/models"}),". After loading a pretrained version of the BERT model, it is necessary to fine tune the parameters of the model. It is also necessary to add one addtitional output layer and a input layer if needed. For a Q & A Bot we have three inputs, the context a answer an a corresponding answer which should be find in the context. Figure 24 shows symbolic the idea behind the pretraining and fine tuning process."]}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.img,{src:"https://miro.medium.com/v2/resize:fit:1400/1*-LA8h0eXRZKlzFvrxtsm2w.jpeg",alt:"image"})}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.em,{children:"Fig.24 - Two steps of using a BERT Transformer"})}),"\n",(0,i.jsx)(n.h4,{id:"632-comparison-of-the-different-models",children:"6.3.2 Comparison of the different models"}),"\n",(0,i.jsx)(n.p,{children:"Figure 25 below, shows the main differences in pre-training model architectures. The BERT model uses a bidirectional Transformer. The GPT model from OpenAI uses a simple left-to-right transformer. The ELMo model does not use the transformer approach, as we have seen earlier in this blog. Therefore the BERT and GPT model performs better than previous approaches including ELMo. Until today, various versions, with some small changes or adaptions have been introduced, but all of these models still using the transformer model at the core."}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.img,{src:"https://miro.medium.com/v2/resize:fit:1400/1*MtFDXtosIeq4tuBdEG9pQA.jpeg",alt:"image"})}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.em,{children:"Fig.25 - Two steps of using a BERT Transformer"})}),"\n",(0,i.jsx)(n.h2,{id:"7-practical-example",children:"7. Practical Example"}),"\n",(0,i.jsx)(n.p,{children:"Check out the following Github repository, this blog can also be found there as a HTML file, with additional practial python examples."}),"\n",(0,i.jsxs)(n.p,{children:[(0,i.jsx)(n.a,{href:"https://github.com/robinvetsch/Transformer_SQUAD",children:"https://github.com/robinvetsch/Transformer_SQUAD"}),"."]}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.a,{href:"https://medium.com/@RobinVetsch/nlp-from-word-embedding-to-transformers-76ae124e6281",children:"NLP\u200a-\u200aFrom Word Embedding to Transformers | by Robin | Medium"})}),"\n",(0,i.jsx)(n.h2,{id:"others",children:"Others"}),"\n",(0,i.jsx)(n.h3,{id:"mamba",children:"Mamba"}),"\n",(0,i.jsx)(n.h4,{id:"shortcomings-of-transformers",children:"Shortcomings of Transformers"}),"\n",(0,i.jsxs)(n.ul,{children:["\n",(0,i.jsx)(n.li,{children:"Transformer models are widely used for language modeling tasks."}),"\n",(0,i.jsx)(n.li,{children:"They suffer from a quadratic attention mechanism, which makes them slow for long sequences."}),"\n",(0,i.jsx)(n.li,{children:(0,i.jsx)(n.strong,{children:"The slowness of Transformers for long sequences limits their usefulness."})}),"\n"]}),"\n",(0,i.jsx)(n.h4,{id:"how-mamba-is-solving-these-problems",children:"How Mamba is solving these problems"}),"\n",(0,i.jsxs)(n.ul,{children:["\n",(0,i.jsx)(n.li,{children:"Mamba is a new model that uses an SSM architecture for linear-time scaling."}),"\n",(0,i.jsx)(n.li,{children:"It is based on S4, a state space model, which can be discretized for use with text data."}),"\n",(0,i.jsx)(n.li,{children:"Mamba can be used in two modes: RNN mode and CNN mode. RNN mode is better for inference while CNN mode is better for training."}),"\n",(0,i.jsx)(n.li,{children:"Mamba introduces selectivity to the model by making the model parameters dependent on the input."}),"\n"]}),"\n",(0,i.jsx)(n.p,{children:"Mamba is a linear-time language model that outperforms Transformers on various tasks. It achieves this speedup by using a combination of techniques including an SSM architecture and recurrent updates. Overall, the post explains how Mamba solves mostly long sequence limitations especially Transformer being computationally expensive to understand and model long sequences of user interactions."}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.a,{href:"https://jackcook.com/2024/02/23/mamba.html",children:"Mamba: The Easy Way"})}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.a,{href:"https://thegradient.pub/mamba-explained/",children:"Mamba Explained"})})]})}function c(e={}){const{wrapper:n}={...(0,r.a)(),...e.components};return n?(0,i.jsx)(n,{...e,children:(0,i.jsx)(h,{...e})}):h(e)}},511151:(e,n,t)=>{t.d(n,{Z:()=>a,a:()=>s});var i=t(667294);const r={},o=i.createContext(r);function s(e){const n=i.useContext(o);return i.useMemo((function(){return"function"==typeof e?e(n):{...n,...e}}),[n,e])}function a(e){let n;return n=e.disableParentContext?"function"==typeof e.components?e.components(r):e.components||r:s(e.components),i.createElement(o.Provider,{value:n},e.children)}}}]); \ No newline at end of file diff --git a/assets/js/cea849cf.6e732bf9.js b/assets/js/cea849cf.6e732bf9.js new file mode 100644 index 00000000000..ffbd20b7fb3 --- /dev/null +++ b/assets/js/cea849cf.6e732bf9.js @@ -0,0 +1 @@ +"use strict";(self.webpackChunkdeep_notes=self.webpackChunkdeep_notes||[]).push([[86270],{720984:(e,n,t)=>{t.r(n),t.d(n,{assets:()=>l,contentTitle:()=>s,default:()=>c,frontMatter:()=>o,metadata:()=>a,toc:()=>d});var i=t(785893),r=t(511151);const o={},s="Word Embedding to Transformers",a={id:"ai/nlp/word-embedding-to-transformers",title:"Word Embedding to Transformers",description:"1. Introduction",source:"@site/docs/ai/nlp/word-embedding-to-transformers.md",sourceDirName:"ai/nlp",slug:"/ai/nlp/word-embedding-to-transformers",permalink:"/ai/nlp/word-embedding-to-transformers",draft:!1,unlisted:!1,editUrl:"https://github.com/deepaksood619/deepaksood619.github.io/tree/master/docs/ai/nlp/word-embedding-to-transformers.md",tags:[],version:"current",lastUpdatedAt:1729278358,formattedLastUpdatedAt:"Oct 18, 2024",frontMatter:{},sidebar:"tutorialSidebar",previous:{title:"NLTK",permalink:"/ai/nlp/nltk"},next:{title:"Numpy",permalink:"/ai/numpy/"}},l={},d=[{value:"1. Introduction",id:"1-introduction",level:2},{value:"2. NLTK - natural language toolkit",id:"2-nltk---natural-language-toolkit",level:2},{value:"2.1 Tokenizing",id:"21-tokenizing",level:3},{value:"Tokenizing by words",id:"tokenizing-by-words",level:4},{value:"Tokenizing by sentence",id:"tokenizing-by-sentence",level:4},{value:"2.2 Stemming",id:"22-stemming",level:3},{value:"Porter Stemmer",id:"porter-stemmer",level:4},{value:"Lancaster Stemmer",id:"lancaster-stemmer",level:4},{value:"Snowball Stemmer",id:"snowball-stemmer",level:4},{value:"2.3 Lemmatizing",id:"23-lemmatizing",level:3},{value:"3. Word embeddings",id:"3-word-embeddings",level:2},{value:"3.1 Overview of word embeddings",id:"31-overview-of-word-embeddings",level:3},{value:"3.2 One-hot encoding",id:"32-one-hot-encoding",level:3},{value:"3.3 Embedding layer",id:"33-embedding-layer",level:3},{value:"3.3.1 Training of an embedding layer",id:"331-training-of-an-embedding-layer",level:4},{value:"3.3.2 Keras embedding layer",id:"332-keras-embedding-layer",level:3},{value:"Example of a keras embedding layer",id:"example-of-a-keras-embedding-layer",level:4},{value:"3.4 Word2Vec",id:"34-word2vec",level:3},{value:"3.4.1 One word context model",id:"341-one-word-context-model",level:4},{value:"3.4.2 Skip-gram model",id:"342-skip-gram-model",level:4},{value:"3.4.3 Continuous bag-of-word",id:"343-continuous-bag-of-word",level:4},{value:"3.5 GloVe - Global vectors for word representation",id:"35-glove---global-vectors-for-word-representation",level:3},{value:"3.5.1 Basic principle of GloVe",id:"351-basic-principle-of-glove",level:4},{value:"3.5.2 Mathematical background of the GloVe approach",id:"352-mathematical-background-of-the-glove-approach",level:4},{value:"3.5.3 Training details of GloVe",id:"353-training-details-of-glove",level:4},{value:"3.6 FastText (enriching word vectors with subword information)",id:"36-fasttext-enriching-word-vectors-with-subword-information",level:3},{value:"3.6.1 Keypoints of FastText",id:"361-keypoints-of-fasttext",level:4},{value:"hierarchical softmax",id:"hierarchical-softmax",level:5},{value:"Word n-grams",id:"word-n-grams",level:5},{value:"n-gram hashing",id:"n-gram-hashing",level:5},{value:"3.6.2 Mathematical background of the FastText approach",id:"362-mathematical-background-of-the-fasttext-approach",level:4},{value:"3.6.3 Architecture of FastText",id:"363-architecture-of-fasttext",level:4},{value:"3.7 ELMo",id:"37-elmo",level:3},{value:"3.7.1 Keypoints of ELMo",id:"371-keypoints-of-elmo",level:4},{value:"3.7.2 ELMo architecture",id:"372-elmo-architecture",level:4},{value:"3.7.3 ELMo embedding",id:"373-elmo-embedding",level:4},{value:"3.7.4 Character-level convolutional neural network",id:"374-character-level-convolutional-neural-network",level:4},{value:"3.7.5 Highway network",id:"375-highway-network",level:4},{value:"3.7.6 ELMo summary",id:"376-elmo-summary",level:4},{value:"4. Sequence to sequence Models",id:"4-sequence-to-sequence-models",level:2},{value:"4.1 Encoder - Decoder principle",id:"41-encoder---decoder-principle",level:3},{value:"5. Attention mechanism",id:"5-attention-mechanism",level:2},{value:"5.1 Mathematical background of attention mechanism",id:"51-mathematical-background-of-attention-mechanism",level:3},{value:"5.1.1 Bahdanau model",id:"511-bahdanau-model",level:4},{value:"5.1.2 Luong model",id:"512-luong-model",level:4},{value:"5.2 Self-attention mechanism",id:"52-self-attention-mechanism",level:3},{value:"5.3 Multi-head attention mechanism",id:"53-multi-head-attention-mechanism",level:3},{value:"6. Transformers",id:"6-transformers",level:2},{value:"6.1 Transformer architecture",id:"61-transformer-architecture",level:3},{value:"6.1.1 Positional encoding",id:"611-positional-encoding",level:4},{value:"6.1.2 Feed forward blocks",id:"612-feed-forward-blocks",level:4},{value:"6.1.3 Residual connections",id:"613-residual-connections",level:4},{value:"6.1.4 Layer normalization",id:"614-layer-normalization",level:4},{value:"6.2 GPT language model",id:"62-gpt-language-model",level:3},{value:"6.3 BERT (Bidirectional encoder representations from transformers)",id:"63-bert-bidirectional-encoder-representations-from-transformers",level:3},{value:"6.3.1 BERT finetuning",id:"631-bert-finetuning",level:4},{value:"6.3.2 Comparison of the different models",id:"632-comparison-of-the-different-models",level:4},{value:"7. Practical Example",id:"7-practical-example",level:2},{value:"Others",id:"others",level:2},{value:"Mamba",id:"mamba",level:3},{value:"Shortcomings of Transformers",id:"shortcomings-of-transformers",level:4},{value:"How Mamba is solving these problems",id:"how-mamba-is-solving-these-problems",level:4},{value:"Links",id:"links",level:2}];function h(e){const n={a:"a",code:"code",em:"em",h1:"h1",h2:"h2",h3:"h3",h4:"h4",h5:"h5",img:"img",li:"li",p:"p",pre:"pre",strong:"strong",ul:"ul",...(0,r.a)(),...e.components};return(0,i.jsxs)(i.Fragment,{children:[(0,i.jsx)(n.h1,{id:"word-embedding-to-transformers",children:"Word Embedding to Transformers"}),"\n",(0,i.jsx)(n.h2,{id:"1-introduction",children:"1. Introduction"}),"\n",(0,i.jsx)(n.p,{children:"Natural language processing (NLP) is an active research field of linguistic, computer science and artificial intelligence. The main goal of NLP is the capability of a computer to understand content in texts or documents. There are many different challenging tasks to solve in the field of NLP:"}),"\n",(0,i.jsxs)(n.ul,{children:["\n",(0,i.jsxs)(n.li,{children:[(0,i.jsx)(n.strong,{children:"Machine Translation:"})," is the task of translating a sentence x from one language to a sentence y in another language. Therefore one of the most popular example is: ",(0,i.jsx)(n.a,{href:"http://www.deepl.com/",children:"www.deepl.com"})]}),"\n",(0,i.jsxs)(n.li,{children:[(0,i.jsx)(n.strong,{children:"Text classification:"})," Text classification is the process of understanding the meaning of unstructured text and organizing it into predefined categories (tags). One of the most popular text classification task is sentiment analysis, which aims to categorize unstructured data by sentiments. A basic task in text classification / sentiment analysis is classifying the polarity of a given text at the document, sentence, or feature/aspect level-whether the expressed opinion in a document, a sentence or an entity feature/aspect is positive, negative, or neutral."]}),"\n",(0,i.jsxs)(n.li,{children:[(0,i.jsx)(n.strong,{children:"Semantic analysis:"})," Semantic tasks analyze the structure of sentences, word interactions, and related concepts, in an attempt to discover the meaning of words, as well as understand the topic of a text."]}),"\n",(0,i.jsxs)(n.li,{children:[(0,i.jsx)(n.strong,{children:"Part-of-speech tagging:"})," Part-of-speech (PoS) tagging is a popular natural language processing process which refers to categorizing words in a text (corpus) in correspondence with a particular part of speech, depending on the definition of the word and its context. PoS tagging is useful for identifying relationships between words and, therefore, understand the meaning of sentences."]}),"\n",(0,i.jsxs)(n.li,{children:[(0,i.jsx)(n.strong,{children:"Text summarization:"})," Text summarization in NLP is the process of summarizing the most important informations in large texts for quicker consumption."]}),"\n",(0,i.jsxs)(n.li,{children:[(0,i.jsx)(n.strong,{children:"Generative models for NLP:"})," Generative models are normally trained on a large amount of data, with the ability to create afterwards new texts."]}),"\n"]}),"\n",(0,i.jsx)(n.h2,{id:"2-nltk---natural-language-toolkit",children:"2. NLTK - natural language toolkit"}),"\n",(0,i.jsx)(n.p,{children:"NLTK is a leading platform for building Python programs to work with human language data. It provides easy-to-use interfaces to over 50 corpora and lexical resources such as WordNet, along with a suite of text processing libraries for classification, tokenization, stemming, tagging, parsing, and semantic reasoning, wrappers for industrial-strength NLP libraries, and an active discussion forum."}),"\n",(0,i.jsx)(n.h3,{id:"21-tokenizing",children:"2.1 Tokenizing"}),"\n",(0,i.jsx)(n.p,{children:'A tokenizer breaks unstructured data and natural language text into chunks of information that can be considered as discrete elements. Normally, it is the first step in each NLP project. The two most common versions of tokenizers are the "word based tokenizing" and the "sentence based tokenizing".'}),"\n",(0,i.jsx)(n.h4,{id:"tokenizing-by-words",children:"Tokenizing by words"}),"\n",(0,i.jsx)(n.p,{children:'Words are like the atoms of natural language. They are the smallest unit of meaning that still makes sense on its own. Tokenizing a text by word allows to identify words that come up particularly often. For example, if you were analyzing a group of job postings, then you might find that the word "Python" comes up often. That could suggest high demand for Python knowledge, but you would need to look deeper to know more.'}),"\n",(0,i.jsx)(n.h4,{id:"tokenizing-by-sentence",children:"Tokenizing by sentence"}),"\n",(0,i.jsx)(n.p,{children:"When you tokenize by sentence, you can analyze how those words relate to one another and see more context."}),"\n",(0,i.jsx)(n.h3,{id:"22-stemming",children:"2.2 Stemming"}),"\n",(0,i.jsx)(n.p,{children:'Stemming and Lemmatization are text normalization (or sometimes called word normalization) techniques in the field of natural language processing that are used to prepare text, words, and documents for further processing, because the mathematical models needs a vector description of a word or a sentence, and can not work with "strings" directly. Stemming and Lemmatization have been studied, and algorithms have been developed in Computer Science since the 1960\u2019s.'}),"\n",(0,i.jsx)(n.p,{children:'Stemming is a text processing task in which reduces words to their root, which is the core part of a word. For example, the words "helping" and "helper" share the root "help". Stemming allows to zero in on the basic meaning of a word rather than all the details of how it is being used. Stemming a word or sentence may result in words that are not actual words. Stems are created by removing the suffixes or prefixes used with a word. The natural language toolkit (NLTK) contains more than only one stemming algorithm. For the English language, you can choose between PorterStammer or LancasterStammer, PorterStemmer being the oldest one originally developed in 1979. LancasterStemmer was developed in 1990 and uses a more aggressive approach than Porter Stemming Algorithm.'}),"\n",(0,i.jsx)(n.h4,{id:"porter-stemmer",children:"Porter Stemmer"}),"\n",(0,i.jsx)(n.p,{children:'Porter Stemmer uses suffix stripping to produce stems. Notice how the Porter Stemmer is giving mthe root (stem) of the word "cats" by simply removing the "s" after cat. This is a suffix added to cat to make it plural. But if you look at "trouble", "troubling" and "troubled" they are stemmed to "trouble" because Porter Stemmer algorithm does not follow linguistics rather a set of rules for different cases that are applied in phases (step by step) to generate stems. This is the reason why Porter Stemmer does not often generate stems that are actual English words.'}),"\n",(0,i.jsx)(n.h4,{id:"lancaster-stemmer",children:"Lancaster Stemmer"}),"\n",(0,i.jsx)(n.p,{children:"The Lancaster Stemmer (Paice-Husk stemmer) is an iterative algorithm with rules saved externally. One table containing about 120 rules indexed by the last letter of a suffix. At each iteration, it tries to find an applicable rule by the last character of the word. Each rule specifies either a deletion or replacement of an ending. If there is no such rule, it terminates. It also terminates if a word starts with a vowel and there are only two letters left or if a word starts with a consonant and there are only three characters left. Otherwise, the rule is applied, and the process repeats."}),"\n",(0,i.jsx)(n.h4,{id:"snowball-stemmer",children:"Snowball Stemmer"}),"\n",(0,i.jsx)(n.p,{children:"The Snowball Stemmer is a non-English stemmer. With the Snowball Stemmer it is possible to create a own language stemmer."}),"\n",(0,i.jsx)(n.h3,{id:"23-lemmatizing",children:"2.3 Lemmatizing"}),"\n",(0,i.jsx)(n.p,{children:"Lemmatization, unlike Stemming, reduces the inflected words properly ensuring that the root word belongs to the language. In Lemmatization root word is called Lemma. A lemma (plural lemmas or lemmata) is the canonical form, dictionary form, or citation form of a set of words. For example, runs, running, ran are all forms of the word run, therefore run is the lemma of all these words. Because lemmatization returns an actual word of the language, it is used where it is necessary to get valid words. The Python NLTK library provide the WordNet Lemmatizer that uses the WordNet Database to lookup lemmas of the words."}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.strong,{children:"Now the question may arise, when do I use which method (Stemming or Lemmatizing)?"})}),"\n",(0,i.jsx)(n.p,{children:"The Stemmer method is much faster than Lemmatizing, but it produces in general worse results. Using Stemming might end up that the generated stem is not an actual word, because it uses no corpus. It depends a bit on the current problem which you are working on. If you are building a language application in which language and a grammatic is important, then the lemmatizing approach will be better than the stemming approach."}),"\n",(0,i.jsx)(n.h2,{id:"3-word-embeddings",children:"3. Word embeddings"}),"\n",(0,i.jsx)(n.h3,{id:"31-overview-of-word-embeddings",children:"3.1 Overview of word embeddings"}),"\n",(0,i.jsx)(n.p,{children:"In NLP, word embedding is a projection of a word, consisting of characters into meaningful vectors of real numbers. Conceptually it involves a mathematical embedding from a dimension N (all words in a given corpus)-often a simple one-hot encoding is used- to a continuous vector space with a much lower dimensionality, typically 128 or 256 dimensions are used. Word embedding is a crucial preprocessing step for training a neural network. There extists many different approaches for word embedding, which will be explained in the following sections of this blog."}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.strong,{children:"There are two main properties for a useful projection:"})}),"\n",(0,i.jsxs)(n.ul,{children:["\n",(0,i.jsx)(n.li,{children:"Distributed representation of concepts and continuity of words sharing similar properties"}),"\n",(0,i.jsx)(n.li,{children:"Allow to learn this projection for the given task"}),"\n"]}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.img,{src:"https://miro.medium.com/v2/resize:fit:1400/1*sROrntT_wJOI6-DoBViyjw.jpeg",alt:"image"})}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.em,{children:"Fig.1 - Illustration of a word embedding"})}),"\n",(0,i.jsx)(n.h3,{id:"32-one-hot-encoding",children:"3.2 One-hot encoding"}),"\n",(0,i.jsx)(n.p,{children:"One-hot encoded words are not useful to solve a NLP task successfully. Assume that an arbitrary dictionary consists out of 5000 different words. This means, when using one-hot encoding, each word will be represented by a vector of length 5000, but 4999 of these entries are zero. It can be concluded, that the dimensionality gets very high and the featurespace is very sparse. Additionally there is not any connection of words with a similar meaning, as visible in figure 1 above."}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.img,{src:"https://miro.medium.com/v2/resize:fit:1348/1*9ZuDXoc2ek-GfHE2esty5A.png",alt:"image"})}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.em,{children:"Fig.2 - Example of a one-hot encoding for words"})}),"\n",(0,i.jsx)(n.h3,{id:"33-embedding-layer",children:"3.3 Embedding layer"}),"\n",(0,i.jsx)(n.p,{children:"A standard approach is, to feed the one-hot encoded tokens (mostly words, or sentence) into a embedding layer. During training the model tries to find a suitable embedding (lower dimensionality as the input layer). The position of a word within the vector space is learned from text and is based on the words that surround the word when it is used. In some cases it could be useful to use a pretrained embedding, which was trained on a hugh corpus of words. Figure 3 shows a schematic architecture of a word based embedding layer."}),"\n",(0,i.jsxs)(n.ul,{children:["\n",(0,i.jsxs)(n.li,{children:[(0,i.jsx)(n.strong,{children:"Input:"})," one-hot encoding of the word in a vocabulary"]}),"\n",(0,i.jsxs)(n.li,{children:[(0,i.jsx)(n.strong,{children:"Output:"})," one vector of N dimensions (given by the user, probably tuned with hyperparameter tuning)"]}),"\n"]}),"\n",(0,i.jsx)(n.p,{children:"There exists many different approaches of word embedding, some of the most popular ones we will look in more detail during the following sections."}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.img,{src:"https://miro.medium.com/v2/resize:fit:1400/1*pktqRMGoYo9_fRCI8RpKLQ.jpeg",alt:"image"})}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.em,{children:"Fig.3 - Visualization of a embedding layer"})}),"\n",(0,i.jsx)(n.h4,{id:"331-training-of-an-embedding-layer",children:(0,i.jsx)(n.strong,{children:"3.3.1 Training of an embedding layer"})}),"\n",(0,i.jsx)(n.p,{children:"There exists three main options to train a embedding layer, and it depends on the natural language processing problem which approach should be chosen, to solve the problem."}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.strong,{children:"Three main options for training a embedding layer:"})}),"\n",(0,i.jsxs)(n.ul,{children:["\n",(0,i.jsx)(n.li,{children:"Train the weights of the embedding layer from scratch for a given task."}),"\n",(0,i.jsx)(n.li,{children:"Use a pretrained embedding such as word2vec, GloVe, FastText, ELMo, (these approaches will be explained in more detail later on)."}),"\n",(0,i.jsx)(n.li,{children:"Similar approach as for transfer learning: take a pretrained embedding and fine tune it through training (with a very small learningrate, e.g: 1e-5) for the given task."}),"\n"]}),"\n",(0,i.jsx)(n.h3,{id:"332-keras-embedding-layer",children:"3.3.2 Keras embedding layer"}),"\n",(0,i.jsx)(n.p,{children:"Keras offers an embedding layer that can be used for neural networks, such as RNN\u2019s (recurrent neural networks) for text data. This layer is defined as the first layer of a more complex architecture. The embedding layer needs at least three input values:"}),"\n",(0,i.jsxs)(n.ul,{children:["\n",(0,i.jsxs)(n.li,{children:[(0,i.jsx)(n.strong,{children:"input_dim:"})," Integer. Size of the vocabulary, i.e. maximum integer index+1."]}),"\n",(0,i.jsxs)(n.li,{children:[(0,i.jsx)(n.strong,{children:"output_dim:"})," Integer. Dimension of the dense embedding."]}),"\n",(0,i.jsxs)(n.li,{children:[(0,i.jsx)(n.strong,{children:"input_length:"})," Length of input sequences, when it is constant. This argument is required if you are going to connect Flatten then Dense layers upstream (without it, the shape of the dense outputs cannot be computed)."]}),"\n"]}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.strong,{children:"Example:"})}),"\n",(0,i.jsxs)(n.ul,{children:["\n",(0,i.jsxs)(n.li,{children:[(0,i.jsx)(n.code,{children:"e = Embedding(200, 32, input_length=50)"})," \u2192 vocabulary with 200 words, output dimension should be 50 and each document will have 50 words"]}),"\n"]}),"\n",(0,i.jsx)(n.h4,{id:"example-of-a-keras-embedding-layer",children:"Example of a keras embedding layer"}),"\n",(0,i.jsx)(n.pre,{children:(0,i.jsx)(n.code,{className:"language-python",children:"# define the model\n\nmodel = tf.keras.Sequential()\n\n#vocabulary size = 30, inputlegth = 4, output size = 8\n\nmodel.add(tf.keras.layers.Embedding(vocabsize, 8, inputlength=maxlength))model.add(tf.keras.layers.Flatten())\n\n#binary classification problem\n\nmodel.add(tf.keras.layers.Dense(1, activation='sigmoid'))# compile the model\n\nmodel.compile(optimizer='adam',\n\nloss='binarycrossentropy',\n\nmetrics=['accuracy'])# summarize the model\n\nprint(model.summary())\n"})}),"\n",(0,i.jsx)(n.p,{children:"Model summary"}),"\n",(0,i.jsx)(n.pre,{children:(0,i.jsx)(n.code,{className:"language-python",children:'Model: "sequential_2"\n\nLayer (type) - Output Shape - Param\n===\nembedding_1 (Embedding) - (None, 4, 8) - 400\nflatten_1 (Flatten) - (None, 32) - 0\ndense_1 (Dense) - (None, 1) - 33\n====\nTotal params: 433\nTrainable params: 433\nNon-trainable params: 0\n---\nNone\n'})}),"\n",(0,i.jsx)(n.p,{children:"Results"}),"\n",(0,i.jsx)(n.pre,{children:(0,i.jsx)(n.code,{className:"language-python",children:"# fit the model\nmodel.fit(padded_docs, labels, epochs=50, verbose=0)\n\n# evaluate the model\nloss, accuracy = model.evaluate(padded_docs, labels, verbose=0)\n\nprint('Accuracy: %f' % (accuracy*100))\n\n#100.00\n"})}),"\n",(0,i.jsx)(n.h3,{id:"34-word2vec",children:"3.4 Word2Vec"}),"\n",(0,i.jsx)(n.p,{children:"Word2Vec relates to a type of models, producing word embedding into space with contextual similarity, i.e. words that share common contexts are located in close proximity. We will explain the three main architectures of the word2Vec approach in the next sections. For more details we refer to the original papers."}),"\n",(0,i.jsx)(n.p,{children:'One hypothesis of the word2vec approach is, that a word is represented by its "context", or in other words, a window around the target word is created and words falling in the window are added to the "bag" disregarding the order. The word2vec mapping is not only about clustering related words, it is also able to preserve some "path meaning".'}),"\n",(0,i.jsx)(n.p,{children:"For the word2vec approach, there exist many different architecture approaches:"}),"\n",(0,i.jsxs)(n.ul,{children:["\n",(0,i.jsxs)(n.li,{children:[(0,i.jsx)(n.strong,{children:"One word context:"})," uses only one single word as context (this strategy is not often used, mainly a educational approach)."]}),"\n",(0,i.jsxs)(n.li,{children:[(0,i.jsx)(n.strong,{children:"Skip-gram model:"})," An extension of one word context to multi word context at the output."]}),"\n",(0,i.jsxs)(n.li,{children:[(0,i.jsx)(n.strong,{children:"Continuous bag-of-word model:"})," An extension of one word context to multi word context at the input."]}),"\n"]}),"\n",(0,i.jsx)(n.h4,{id:"341-one-word-context-model",children:"3.4.1 One word context model"}),"\n",(0,i.jsx)(n.p,{children:"The one word approach takes only one word as input and tries, based on this input to predtict the output word. This approach is not used widely in practise, it is more an educational approach, because the model can not learn any context in a given document."}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.strong,{children:"Lossfunction of the one word context model"})}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.img,{src:"https://miro.medium.com/v2/resize:fit:532/1*y8Tst8vqxQoaiY-75AqEqg.png",alt:"image"})}),"\n",(0,i.jsx)(n.p,{children:"The model simply tries to maximise the negative log of the probability of the output word given the input word."}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.img,{src:"https://miro.medium.com/v2/resize:fit:1400/1*IsK_X7YdgmOVFGhIpuKEJA.jpeg",alt:"image"})}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.em,{children:"Fig.4 - one word context model"})}),"\n",(0,i.jsx)(n.h4,{id:"342-skip-gram-model",children:"3.4.2 Skip-gram model"}),"\n",(0,i.jsx)(n.p,{children:"A more suitable approach than the one word context model is the skip-gram model. This model takes one target word as input to predict the context (neighbouring words)."}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.img,{src:"https://miro.medium.com/v2/resize:fit:1128/1*ieqh2zbnW7K0cmXk9BusXA.jpeg",alt:"image"})}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.em,{children:"Fig.5 - skip-gram model"})}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.strong,{children:"Lossfunction of the skip-gram model"})}),"\n",(0,i.jsx)(n.p,{children:"The lossfunction is not very different than the lossfunction of the word context model."}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.img,{src:"https://miro.medium.com/v2/resize:fit:1018/1*n_ot-YRLGznWvFGfc8TfqQ.png",alt:"image"})}),"\n",(0,i.jsx)(n.h4,{id:"343-continuous-bag-of-word",children:"3.4.3 Continuous bag-of-word"}),"\n",(0,i.jsx)(n.p,{children:"In the continuous bag-of-word approach (CBOW) the model tries to predict the actual word based from some surrounding words, in this sense it is the reversed approach of the skip gram model. The order of the surrounding words does not influence the prediction (therefore: bag-of-words)."}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.img,{src:"https://miro.medium.com/v2/resize:fit:1100/1*kCgUJvDMw4bgULaddAMgYA.jpeg",alt:"image"})}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.em,{children:"Fig.6 - Continuous bag-of-word model"})}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.strong,{children:"Lossfunction of the continuous bag-of-word model"})}),"\n",(0,i.jsx)(n.p,{children:"The lossfunction is similar to the lossfunction of the one word model. The only difference is that more than one words are given."}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.img,{src:"https://miro.medium.com/v2/resize:fit:938/1*UyLbzvpdpARj1TUtL4naWg.png",alt:"image"})}),"\n",(0,i.jsx)(n.p,{children:"More about the mathematical concept behind the model can be found in original paper."}),"\n",(0,i.jsx)(n.h3,{id:"35-glove---global-vectors-for-word-representation",children:"3.5 GloVe - Global vectors for word representation"}),"\n",(0,i.jsx)(n.p,{children:"Another, more advanced approach for word embedding is the GloVe model. GloVe means global vectors for word representation. This approach is not based on a pure ANN (artificial neural network) approach, but also on statistical approaches. The GloVe-approach combines basically the advantages of the word2vec approach and the LSA approach. LSA mean Latent Semantic Analysis and was one of the first approaches for vector embedding of words."}),"\n",(0,i.jsx)(n.p,{children:"GloVe is an unsupervised learning algorithm for obtaining vector representations for words. Training is performed on aggregated global word-word co-occurrence statistics from a corpus, and the resulting representations showcase interesting linear substructures of the word vector space."}),"\n",(0,i.jsx)(n.h4,{id:"351-basic-principle-of-glove",children:"3.5.1 Basic principle of GloVe"}),"\n",(0,i.jsx)(n.p,{children:"Some basic notation first:"}),"\n",(0,i.jsxs)(n.ul,{children:["\n",(0,i.jsxs)(n.li,{children:[(0,i.jsx)(n.strong,{children:(0,i.jsx)(n.em,{children:"X"})})," : is the matrix of word-word co-occurrence. The matrix is quadratic and has the shape of the number of words in the corpus."]}),"\n",(0,i.jsxs)(n.li,{children:[(0,i.jsx)(n.strong,{children:(0,i.jsx)(n.em,{children:"X_i=\u2211(X_ik)"})})," : The number of times any word appears in the context of word i."]}),"\n",(0,i.jsxs)(n.li,{children:[(0,i.jsx)(n.strong,{children:(0,i.jsx)(n.em,{children:"P_ij=P(i|j)=X_ij/X_i"})})," : the probability that word j appear in the context of word i."]}),"\n"]}),"\n",(0,i.jsxs)(n.p,{children:["Given a corpus having ",(0,i.jsx)(n.strong,{children:(0,i.jsx)(n.em,{children:"V"})})," words, the co-occurence matrix ",(0,i.jsx)(n.strong,{children:(0,i.jsx)(n.em,{children:"X"})})," will have the shape of ",(0,i.jsx)(n.strong,{children:(0,i.jsx)(n.em,{children:"V*V"})})," where the i-th row and j-th column of ",(0,i.jsx)(n.strong,{children:(0,i.jsx)(n.em,{children:"X"})}),",",(0,i.jsx)(n.strong,{children:(0,i.jsx)(n.em,{children:"X_ij"})})," denotes, how many times word ",(0,i.jsx)(n.strong,{children:(0,i.jsx)(n.em,{children:"i"})})," has co-occurred with word ",(0,i.jsx)(n.strong,{children:(0,i.jsx)(n.em,{children:"j"})}),"."]}),"\n",(0,i.jsx)(n.p,{children:"As an easy example, we are using the following sentence:"}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.strong,{children:'"the cat sat on the mat".'})}),"\n",(0,i.jsx)(n.p,{children:'We use a windowsize of "one" for this example, but it is also possible / useful to use a larger window size. Figure 7, shows the resulting co-occurrence matrix of the example sentence above:'}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.img,{src:"https://miro.medium.com/v2/resize:fit:630/1*mdFqxZKedPy8-Bhhuth-Eg.jpeg",alt:"image"})}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.em,{children:"Fig.7 - Example of a simple Co-occurence matrix"})}),"\n",(0,i.jsx)(n.p,{children:"To measure the similarity between words, we need three words at a time. The following table shows such an example:"}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.img,{src:"https://miro.medium.com/v2/resize:fit:1196/1*wGQzP1BWYgkfajyjZfj8CA.jpeg",alt:"image"})}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.em,{children:"Fig.8 - GloVe probability table"})}),"\n",(0,i.jsx)(n.p,{children:"The table above shows the co-occurrence probabilities for target words ice and steam with selected context words from a six billion token corpus. Only in the ratio does noise from non-discriminative words like water and fashion cancel out, so that large values (much greater than one) correlate well with properties specific to ice, and small values (much less than one) correlate well with properties specific of steam."}),"\n",(0,i.jsx)(n.p,{children:'You can see that given two words, i.e. ice and steam, if the third word k (also called the "probe word"):'}),"\n",(0,i.jsxs)(n.ul,{children:["\n",(0,i.jsxs)(n.li,{children:["is very similar to ice but irrelevant to steam (e.g. k=solid), ",(0,i.jsx)(n.strong,{children:(0,i.jsx)(n.em,{children:"P_ik/P_jk"})})," will be very high (",(0,i.jsx)(n.code,{children:">1"}),"),"]}),"\n",(0,i.jsxs)(n.li,{children:["is very similar to steam but irrelevant to ice (e.g. k=gas), ",(0,i.jsx)(n.strong,{children:(0,i.jsx)(n.em,{children:"P_ik/P_jk"})})," will be very small (",(0,i.jsx)(n.code,{children:"<1"}),"),"]}),"\n",(0,i.jsxs)(n.li,{children:["is related or unrelated to either words, then ",(0,i.jsx)(n.strong,{children:(0,i.jsx)(n.em,{children:"P_ik/P_jk"})})," will be close to 1"]}),"\n"]}),"\n",(0,i.jsxs)(n.p,{children:["So, if we can find a way to incorporate ",(0,i.jsx)(n.strong,{children:(0,i.jsx)(n.em,{children:"P_ik/P_jk"})})," to computing word vectors we will be achieving the goal of using global statistics when learning word vectors."]}),"\n",(0,i.jsx)(n.h4,{id:"352-mathematical-background-of-the-glove-approach",children:"3.5.2 Mathematical background of the GloVe approach"}),"\n",(0,i.jsx)(n.p,{children:"It can be shown, that an appropriate starting point for word vector learning could be working with ratios of co-occurrence probabilities rather then the probabilities themselves. We take the following equation as a starting point:"}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.img,{src:"https://miro.medium.com/v2/resize:fit:490/1*Ehxi0Kd1FbZivISBNJrxcw.png",alt:"image"})}),"\n",(0,i.jsxs)(n.p,{children:["In the formula from above, ",(0,i.jsx)(n.strong,{children:(0,i.jsx)(n.em,{children:"F()"})})," can be taken to be a complicated function parameterized by a neural network. The ratio ",(0,i.jsx)(n.strong,{children:(0,i.jsx)(n.em,{children:"P_ik/P_jk"})})," depends on three words ",(0,i.jsx)(n.strong,{children:(0,i.jsx)(n.em,{children:"i"})}),",",(0,i.jsx)(n.strong,{children:(0,i.jsx)(n.em,{children:"j"})})," and ",(0,i.jsx)(n.strong,{children:(0,i.jsx)(n.em,{children:"k"})}),". In the formula above are ",(0,i.jsx)(n.strong,{children:"w"})," the word vectors and ",(0,i.jsx)(n.strong,{children:(0,i.jsx)(n.em,{children:"w_tilde"})})," are the separate context vectors."]}),"\n",(0,i.jsx)(n.p,{children:"After some recalculation steps we get to following formula:"}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.img,{src:"https://miro.medium.com/v2/resize:fit:734/1*3NZVpENLBeAxdIX7KxTKZQ.png",alt:"image"})}),"\n",(0,i.jsxs)(n.p,{children:["A main drawback to this model is that it weights all co-occurrences evenly, even those that happen rarely or never. Such rare co-occurrences are noisy and carry less information than the more frequent ones - yet even just the zero entries account for 75-95% of the data in ",(0,i.jsx)(n.strong,{children:(0,i.jsx)(n.em,{children:"X"})}),", depending on the vocabulary size and corpus. The authors from the GloVe-paper proposed a new weighted least squares regression model that addresses these problems. The weight function ",(0,i.jsx)(n.strong,{children:(0,i.jsx)(n.em,{children:"f(Xij)"})})," is shown in figure 9."]}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.strong,{children:"Lossfunction of the GloVe model"})}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.img,{src:"https://miro.medium.com/v2/resize:fit:1162/1*RqSbaez98jyc6jj49qZ2CA.png",alt:"image"})}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.img,{src:"https://miro.medium.com/v2/resize:fit:1216/1*TXWYDO4f8pGipKk2hRWzfw.png",alt:"image"})}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.em,{children:"Fig.9 - Example of the weightfunction f(Xij)"})}),"\n",(0,i.jsx)(n.h4,{id:"353-training-details-of-glove",children:"3.5.3 Training details of GloVe"}),"\n",(0,i.jsx)(n.p,{children:'Glove is based on matrix factorization techniques on the word-context matrix, also known as the co-occurrence matrix. It first constructs a large matrix of (words - context) co-occurrence information (the violett matrix in figure 10 below), i.e. for each "word" (the rows), we count how frequently we see this word in some "context" (the columns) in a large corpus. The number of "contexts" is of course large, since it is essentially combinatorial in size. The idea then is to apply matrix factorization to approximate this matrix as depicted in the following figure 10.'}),"\n",(0,i.jsx)(n.p,{children:'So then we factorize this matrix to yield a lower-dimensional (word - features) matrix (the orange matrix in figure 10 below), where now each row yields a vector representation for the corresponding word. In general, this is done by minimizing a "reconstruction loss". This loss tries to find the lower-dimensional representations which can explain most of the variance in the high-dimensional data.'}),"\n",(0,i.jsx)(n.p,{children:"Mostly the word-feature matrix and the feature-context matrix are initialized randomly and attempt to multiply them to get a word-context co-occurrence matrix, which is as similar as possible to the original matrix. After training, the word-featrue matrix gives the learned word embedding for each word where the number of columns (features) can be present to a specific number of dimension, given by the user as a hyperparameter."}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.img,{src:"https://miro.medium.com/v2/resize:fit:1400/1*8UEaG6Bm9krv8N7IDnjvxg.png",alt:"image"})}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.em,{children:"Fig.10 - Conceptual model for the GloVe model"})}),"\n",(0,i.jsx)(n.h3,{id:"36-fasttext-enriching-word-vectors-with-subword-information",children:"3.6 FastText (enriching word vectors with subword information)"}),"\n",(0,i.jsx)(n.p,{children:"FastText is a extension of the traditional Word2Vec approach, especially the continuous skip-gram model and it was proposed by Facebook. Instead of feeding different individual words into the neural network, FastText breaks down the words into several n-grams, or sub-words. The word embedding vector for a word will be the sum of all of its n-grams."}),"\n",(0,i.jsx)(n.p,{children:"FastText has one main advantage in contrast to the previous explained methods. This approach can not only represent the words in the vocabulary, but also out-of-vocabulary words can be represented since their n-grams probably appears in other words of the trainingset. This can be very useful for compound words."}),"\n",(0,i.jsx)(n.h4,{id:"361-keypoints-of-fasttext",children:"3.6.1 Keypoints of FastText"}),"\n",(0,i.jsx)(n.h5,{id:"hierarchical-softmax",children:"hierarchical softmax"}),"\n",(0,i.jsxs)(n.p,{children:["A softmax function is very common used as an activation function to output the probability of a given input to belong to ",(0,i.jsx)(n.strong,{children:(0,i.jsx)(n.em,{children:"n"})})," different classes in multi-class classification problems. Hierarchical softmax proves to be very efficient when there are a large number of categories and there is a class imbalance present in the data. Here, the classes are arranged in a tree distribution instead of a flat, list-like structure. The construction of the hierarchical softmax layer is based on the Huffman coding tree, which uses shorter trees to represent more frequently occurring classes and longer trees for rarer, more infrequent classes. The probability that a given text belongs to a class is explored via a depth-first search along the nodes across the different branches. Therefore, branches (or equivalently, classes) with low probabilities can be discarded away. For data where there are a huge number of classes, this will result in a highly reduced order of complexity, thereby speeding up the classification process significantly compared to traditional models."]}),"\n",(0,i.jsx)(n.p,{children:"A more detailed explanation, also with the mathematics behind can be found in this post."}),"\n",(0,i.jsx)(n.h5,{id:"word-n-grams",children:"Word n-grams"}),"\n",(0,i.jsx)(n.p,{children:"Using only a bag of words representation of the text leaves out crucial sequential information. Taking word order into account will end up being computationally expensive for large datasets. So as a happy medium, FastText incorporates a bag of n-grams representation along with word vectors to preserve some informations about the surrounding words appearing near each word. This representation is very useful for classification applications, as the contextual meaning of a couple of different words strung together also results in a particular sentiment echoed by that piece of text."}),"\n",(0,i.jsx)(n.h5,{id:"n-gram-hashing",children:"n-gram hashing"}),"\n",(0,i.jsx)(n.p,{children:"Working with n-grams lead to a very huge number of different n-grams. The FastText approach uses a hashing function to convert each character n-gram to a hashed integer value between 1 and B. This method can dramatically decrease the the size of the bucket."}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.img,{src:"https://miro.medium.com/v2/resize:fit:990/1*zDPmG8lQgjh41JbRygEQcQ.png",alt:"image"})}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.em,{children:"Fig.11 - Visualization of the dictionary reduction"})}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.img,{src:"https://miro.medium.com/v2/resize:fit:850/1*rG_CB4twhOg3vD5AgR1t0w.png",alt:"image"})}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.em,{children:"Fig.12 - Visualization of hashing process"})}),"\n",(0,i.jsx)(n.h4,{id:"362-mathematical-background-of-the-fasttext-approach",children:"3.6.2 Mathematical background of the FastText approach"}),"\n",(0,i.jsxs)(n.p,{children:[(0,i.jsx)(n.strong,{children:"log-likelihood of the skipgram model"})," (given is the target word, and the model is trained to predict well words that appear in its context):"]}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.img,{src:"https://miro.medium.com/v2/resize:fit:650/1*bV89nzlGh4GBTKKxgky6mA.png",alt:"image"})}),"\n",(0,i.jsxs)(n.p,{children:["The context ",(0,i.jsx)(n.strong,{children:(0,i.jsx)(n.em,{children:"C_t"})})," is the set of indices of words surrounding word ",(0,i.jsx)(n.strong,{children:(0,i.jsx)(n.em,{children:"w_t"})}),". The skipgram model uses a scoring function, and calcualte the probability ",(0,i.jsx)(n.strong,{children:(0,i.jsx)(n.em,{children:"p(wc|wt)"})})," with a softmax function. The FastText model uses a very similar scoring function but in a slightly different way. In the FastText approach, each word ww will be represented as a bag of n-grams."]}),"\n",(0,i.jsx)(n.p,{children:"Here a simple example:"}),"\n",(0,i.jsx)(n.p,{children:"input word: where \u2192 split in n-grams (where n=3): wh, whe, her, ere, re"}),"\n",(0,i.jsx)(n.p,{children:"The main difference between skipgram and FastText is only that the scoring function is the sum over all n-gram vectors."}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.img,{src:"https://miro.medium.com/v2/resize:fit:604/1*ZtY01Q5ajXLMc1ByTwEkcA.png",alt:"image"})}),"\n",(0,i.jsx)(n.p,{children:"A word will be represented by the sum of the vector representation of its different n-grams. This scoring function is then used for the softmax function, same as in the skipgram approach."}),"\n",(0,i.jsx)(n.h4,{id:"363-architecture-of-fasttext",children:"3.6.3 Architecture of FastText"}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.img,{src:"https://miro.medium.com/v2/resize:fit:1206/1*Y8526ukD0Dk9IpAssFsCxw.png",alt:"image"})}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.em,{children:"Fig.13 - Architecture overview of the FastText model"})}),"\n",(0,i.jsx)(n.h3,{id:"37-elmo",children:"3.7 ELMo"}),"\n",(0,i.jsx)(n.p,{children:"All previous presented word embedding approaches have one thing together. They all have exactly one embedding for one word or a n-gram of a word. They do not look at the contextual relationship of a specific word, or only in a very small range and in a limited way (skip gram model)."}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.strong,{children:"These approaches have two main problems:"})}),"\n",(0,i.jsxs)(n.ul,{children:["\n",(0,i.jsx)(n.li,{children:"Always the same representation for a word type, regardless of the context in which a word token occurs."}),"\n",(0,i.jsx)(n.li,{children:"We just have one representation for a word, but words have different aspects, including semantics, syntatic behaviour, and register/connotations"}),"\n"]}),"\n",(0,i.jsx)(n.p,{children:"In contrast to Word2Vec, ELMo (Embeddings from language models) looks at the entire sentence before assigning each word in its embedding. The ELMo approach makes the step over from simple word embedding, like the approaches shown before to language model."}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.strong,{children:"Here one example where ELMo can help for creating a better embedding:"})}),"\n",(0,i.jsxs)(n.ul,{children:["\n",(0,i.jsxs)(n.li,{children:['"The ',(0,i.jsx)(n.strong,{children:"plane"}),' took of at exactly nine o\u2019clock"']}),"\n",(0,i.jsxs)(n.li,{children:['"The ',(0,i.jsx)(n.strong,{children:"plane"}),' surface is a must for any cricket pitch"']}),"\n",(0,i.jsxs)(n.li,{children:[(0,i.jsx)(n.strong,{children:'"Plane'}),' geometry is fun to study"']}),"\n"]}),"\n",(0,i.jsx)(n.p,{children:'The word "plane" has in each of this three sentences a completely different meaning.'}),"\n",(0,i.jsx)(n.h4,{id:"371-keypoints-of-elmo",children:"3.7.1 Keypoints of ELMo"}),"\n",(0,i.jsx)(n.p,{children:"Unlike most widely used word embeddings, ELMo word representations are functions of the entire input sentence. Instead of using a fixed embedding for each word, ELMo looks at the entire sentence before assigning each word in it an embedding. It uses a two layer bi-directional LSTM, trained on a specific task to be able to create those embeddings. As for other word embeddings, it is also possible to use a pretrained version of a ELMo model."}),"\n",(0,i.jsx)(n.p,{children:"ELMo gained its language understanding from being trained to predict the next word in a sequence of words - a task called Language Modeling. This is convenient because we have vast amounts of text data that such a model can learn from without needing labels."}),"\n",(0,i.jsx)(n.h4,{id:"372-elmo-architecture",children:"3.7.2 ELMo architecture"}),"\n",(0,i.jsx)(n.p,{children:"ELMo basically consists out of two bi-directional LSTM layers - so that the language model does not only have a sense of the next word, but also the previous word. Given a sequence of N tokens (this could be a whole sentence, or at least a part of a sentence) the bidirectional language model computes the forward and also the backward probability. In more mathematical sense, the ELMo model tries to maximize the log likelihood of the forward and backward probability."}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.img,{src:"https://miro.medium.com/v2/resize:fit:1400/1*eBcOSrMrXReLwKvTedlpxA.png",alt:"image"})}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.strong,{children:"ELMo consists mainly of the following points:"})}),"\n",(0,i.jsxs)(n.ul,{children:["\n",(0,i.jsx)(n.li,{children:"Two biLSTM layers"}),"\n",(0,i.jsx)(n.li,{children:"Character CNN to build initial word representation"}),"\n",(0,i.jsx)(n.li,{children:"The character CNN use residual connections"}),"\n",(0,i.jsx)(n.li,{children:"Tie parameters of token input and output an tie these between forward and backward Language models"}),"\n"]}),"\n",(0,i.jsx)(n.p,{children:"The architecture showed in figure 14, uses a character-level convolutional neural network (CNN) to represent words of a text string into raw word vectors. These raw word vectors act as inputs to the first layer of the biLSTM. The forward pass contains information about a certain word and the context (other words) before that word. The backward pass contains information about the word and the context after it. This pair of information, from the forward and backward pass, forms the intermediate word vectors. These intermediate word vectors are fed into the next layer of the biLSTM. The final representation (ELMo) is the weighted sum of the raw word vectors and the two intermediate word vectors."}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.img,{src:"https://miro.medium.com/v2/resize:fit:1400/1*AS2KJAwx18XbuyAefz9fLQ.jpeg",alt:"image"})}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.em,{children:"Fig.14 - Architecture of the ELMo language model"})}),"\n",(0,i.jsxs)(n.p,{children:["The main part of ELMo, the two bidirectional LSTMs are more or less straight forward. A more interesting part is the embedding part ",(0,i.jsx)(n.strong,{children:(0,i.jsx)(n.em,{children:"(E1,E2,\u2026,En)"})}),". This will be explained in more detail in the upcoming sections."]}),"\n",(0,i.jsx)(n.h4,{id:"373-elmo-embedding",children:"3.7.3 ELMo embedding"}),"\n",(0,i.jsx)(n.p,{children:'In the paper "Character-Aware neural language models", they propose a language model that leverages subword informations through a character-level convolutional neural network (CNN), whose output is used as an input to a recurrent neural network language model (RNN-LM). If we study the architecture in figure 15 in more detail, we can see that the ELMo is quite similar to the character-aware neural language model approach from 2015. They changed the simple vanilla LSTM to a bidirectional LSTM model, but the embedding part is in both approaches the same.'}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.img,{src:"https://miro.medium.com/v2/resize:fit:1020/1*Z4TSBi8Mh_jGc1dltZ_ZpA.jpeg",alt:"image"})}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.em,{children:"Fig.15 - Architecture of the word embedding as a preprocessing step for the ELMo model"})}),"\n",(0,i.jsxs)(n.p,{children:["The first layer performs a lookup of character embeddings (in the example above it is four dimensional) and stack them to the matrix ",(0,i.jsx)(n.strong,{children:(0,i.jsx)(n.em,{children:"C_k"})}),". On the matrix ",(0,i.jsx)(n.strong,{children:(0,i.jsx)(n.em,{children:"C_k"})})," are applied multiple filters (convolutions). In the example above, there are in total twelve filters - three filters with width of two (blue) four filters with width of three, and five filters with the width of four. On the resulting matrices of the filters is applied a max-over-time pooling operation, to obtain a fixed-dimensional representation of each word. This vector is used as input for the highway network. The output of the highway network will be used as input for the first bidirectional LSTM layer in the ELMo architecture."]}),"\n",(0,i.jsx)(n.h4,{id:"374-character-level-convolutional-neural-network",children:"3.7.4 Character-level convolutional neural network"}),"\n",(0,i.jsxs)(n.p,{children:["Let assuming that ",(0,i.jsx)(n.strong,{children:(0,i.jsx)(n.em,{children:"C"})})," is the (one-hot encoded) vocabulary of characters. We can assume that the dimensionality will be 26 (every character in the alphabet). With this two informations we can build up the matrix for the character embeddings ",(0,i.jsx)(n.strong,{children:(0,i.jsx)(n.em,{children:"Q"})}),". The chracter-level representation of a word ",(0,i.jsx)(n.strong,{children:(0,i.jsx)(n.em,{children:"k"})})," with length ",(0,i.jsx)(n.strong,{children:(0,i.jsx)(n.em,{children:"l"})})," is given by the matrix ",(0,i.jsx)(n.strong,{children:(0,i.jsx)(n.em,{children:"C_k"})}),", where the j-th column in ",(0,i.jsx)(n.strong,{children:(0,i.jsx)(n.em,{children:"C_k"})})," corresponds to the character embedding for ",(0,i.jsx)(n.strong,{children:(0,i.jsx)(n.em,{children:"c_j"})})," in ",(0,i.jsx)(n.strong,{children:(0,i.jsx)(n.em,{children:"Q"})}),". In a next step several filters are applied on the matrix ",(0,i.jsx)(n.strong,{children:(0,i.jsx)(n.em,{children:"C_k"})}),". Finally they using a max-over-time pooling, to make sure, that each word have the same length as input of the highway network."]}),"\n",(0,i.jsx)(n.h4,{id:"375-highway-network",children:"3.7.5 Highway network"}),"\n",(0,i.jsx)(n.p,{children:"The next step after the character-level CNN is the highway network. The authors of the paper refer to networks with this architecture as highway networks, since they allow unimpeded information flow across several layers of information highways. The main idea of the introduction of highway networks was, that many recent empirical breakthroughs in supervised machine learning have been achieved through the usage of deep neural networks. However, the training process of deep neural network is not as straight forward as simply adding additional layers to the architecture. Highway networks were a novel approach for the optimization of networks with a virtually arbitrary depth. The approach uses a learned gating mechanism, similar to the LSTM, or RNN gates, with this gating mechanism, the network can have paths along, which some informations can be processed through several layers without attentuation. This is a similar approach as the residual skip connections, which will be shortly explain in a later stage of this blog."}),"\n",(0,i.jsxs)(n.p,{children:["This model uses as input the max-over-time pooled vector, at least in the ELMo approach, created from the character-level CNN. The authors of the paper showed, that it is also possible in principle to feed the output of the charactet-level CNN ",(0,i.jsx)(n.strong,{children:(0,i.jsx)(n.em,{children:"yk"})})," directly to the LSTM layer. But the authors observed, that feed ",(0,i.jsx)(n.strong,{children:(0,i.jsx)(n.em,{children:"yk"})})," through a highway network before the LSTM will lead to some improvements of the accuracy. Highway networks in general can also be used in many other machine learning and deep learning problems. The word embedding in the ELMo approach is just one specific application of the highway network approach."]}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.img,{src:"https://miro.medium.com/v2/resize:fit:1120/1*xI2buV-uemPFE5MvCc2HsA.png",alt:"image"})}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.em,{children:"Fig.16 - Overview of a highway layer"})}),"\n",(0,i.jsxs)(n.p,{children:["A plain feedforward neural network consists mainly of ",(0,i.jsx)(n.strong,{children:(0,i.jsx)(n.em,{children:"L"})})," layers and each layer applies a non-linear transformation ",(0,i.jsx)(n.strong,{children:(0,i.jsx)(n.em,{children:"H"})}),", where ",(0,i.jsx)(n.strong,{children:(0,i.jsx)(n.em,{children:"H"})})," is normally a affine transformation function, followed by a non-linear activation function (sigmoid, ReLU, etc.)."]}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.img,{src:"https://miro.medium.com/v2/resize:fit:396/1*KCnbf6kign76VQXmMXKHCA.png",alt:"image"})}),"\n",(0,i.jsxs)(n.p,{children:["For the highway network, the authors introduced two additional non-linear transformations, ",(0,i.jsx)(n.strong,{children:(0,i.jsx)(n.em,{children:"T(x,W_T)"})})," and ",(0,i.jsx)(n.strong,{children:(0,i.jsx)(n.em,{children:"C(x,W_C)"})}),". This yields to the following formula."]}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.strong,{children:"A layer of the highway network does the following:"})}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.img,{src:"https://miro.medium.com/v2/resize:fit:1006/1*GObc-kv9tmy0XXBeWp3Pew.png",alt:"image"})}),"\n",(0,i.jsxs)(n.p,{children:["whereas ",(0,i.jsx)(n.strong,{children:(0,i.jsx)(n.em,{children:"C = 1-T"})})," and therefore:"]}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.img,{src:"https://miro.medium.com/v2/resize:fit:1138/1*1t0vsGv-ujRn0IKGYTAFOA.png",alt:"image"})}),"\n",(0,i.jsxs)(n.p,{children:["where ",(0,i.jsx)(n.strong,{children:(0,i.jsx)(n.em,{children:"H"})})," is the non-linearity from a plain feedforward layer and ",(0,i.jsx)(n.strong,{children:(0,i.jsx)(n.em,{children:"T"})})," and ",(0,i.jsx)(n.strong,{children:(0,i.jsx)(n.em,{children:"C"})})," are the two additional introduced non-linearities. ",(0,i.jsx)(n.strong,{children:(0,i.jsx)(n.em,{children:"T"})})," is called the transform gate and ",(0,i.jsx)(n.strong,{children:(0,i.jsx)(n.em,{children:"(1\u2212T)"})})," or ",(0,i.jsx)(n.strong,{children:(0,i.jsx)(n.em,{children:"C"})}),' is called the carry gate. Similar to the memory cell in LSTM networks, highway layers allow for training of deep networks by adaptively carrying some dimensions of the input directly to the output. A more detailed explanation of the highway network can be found in the paper "Highway Networks"']}),"\n",(0,i.jsx)(n.h4,{id:"376-elmo-summary",children:"3.7.6 ELMo summary"}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.strong,{children:"Sum up the most important features"})}),"\n",(0,i.jsxs)(n.ul,{children:["\n",(0,i.jsxs)(n.li,{children:[(0,i.jsx)(n.strong,{children:"Contextual:"})," The representation for each word depends on the entire context in which it is used."]}),"\n",(0,i.jsxs)(n.li,{children:[(0,i.jsx)(n.strong,{children:"Deep:"})," The word representations combine all layers of a deep pre-trained neural network."]}),"\n",(0,i.jsxs)(n.li,{children:[(0,i.jsx)(n.strong,{children:"Character based:"})," ELMo representations are purely character based, allowing the network to use morphological clues to form robust representations for out-of-vocabulary tokens unseen in training."]}),"\n"]}),"\n",(0,i.jsx)(n.h2,{id:"4-sequence-to-sequence-models",children:"4. Sequence to sequence Models"}),"\n",(0,i.jsx)(n.p,{children:"The approach of squence to sequence models, or short seq2seq models, was introduced in 2014 by Google. The aim is to map a input vector with a fixed length to a output vector also with a fixed length, but maybe the length of the input and output is different. The model consists basically of a encoder part (one RNN or LSTM layer) and of a decoder part (another RNN or LSTM layer)."}),"\n",(0,i.jsx)(n.h3,{id:"41-encoder---decoder-principle",children:"4.1 Encoder - Decoder principle"}),"\n",(0,i.jsxs)(n.p,{children:["An encoder processes the input sequence and compresses the information into a context vector ",(0,i.jsx)(n.strong,{children:(0,i.jsx)(n.em,{children:"h_t"})})," of a fixed length. The decoder is initialized with the context vector ",(0,i.jsx)(n.strong,{children:(0,i.jsx)(n.em,{children:"h_t"})})," to emit the transformed output. The encoder consists of embedding layer followed by a RNN layer or a LSTM layer. The power of this model lies in the fact that it can map seqeunces of different lengths (input and output vector)."]}),"\n",(0,i.jsx)(n.p,{children:"A basic Seq2Seq model can work quite well for short text sequences, but it has difficulties with long sequences, because the context vector has a fixed length and has to encode a lot of infomation. One possible solution to overcome the problem of long sequences, is to plug in the attention mechanism."}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.img,{src:"https://miro.medium.com/v2/resize:fit:1400/1*eAM9Dl-lPk0nxN0Zbbynew.png",alt:"image"})}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.em,{children:"Fig.17 - Sequence to sequence architecture"})}),"\n",(0,i.jsx)(n.h2,{id:"5-attention-mechanism",children:"5. Attention mechanism"}),"\n",(0,i.jsxs)(n.p,{children:["In the previous architecture (sequence-to-sequence models), the encoder compressed the whole source sentence into a single vector, the so called context vector ",(0,i.jsx)(n.strong,{children:(0,i.jsx)(n.em,{children:"h_t"})}),". This can be very hard - the number of possible meanings of source is infinite. When the encoder is forced to put all information into a single vector, it is likely to forget something. Not only it is hard for the encoder to put all information into a single vector - this is also hard for the decoder to extract all important information from the context vector ",(0,i.jsx)(n.strong,{children:(0,i.jsx)(n.em,{children:"h_t"})}),". The decoder sees only one representation of source. However, at each generation step, different parts of source can be more useful than others. But in the current setting, the decoder has to extract relevant information from the same fixed representation."]}),"\n",(0,i.jsx)(n.p,{children:"An attention mechanism is a part of a neural network. At each decoder step, it decides which source parts are important for the decoder. In this setting, the encoder does not have to compress the whole source into a single vector - it gives representations for all source tokens (for example, all RNN states instead of the last one)."}),"\n",(0,i.jsx)(n.h3,{id:"51-mathematical-background-of-attention-mechanism",children:"5.1 Mathematical background of attention mechanism"}),"\n",(0,i.jsx)(n.p,{children:"There are mainly three different ways to compute attention scores:"}),"\n",(0,i.jsxs)(n.ul,{children:["\n",(0,i.jsx)(n.li,{children:(0,i.jsx)(n.strong,{children:"dot-product - the simplest method:"})}),"\n"]}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.img,{src:"https://miro.medium.com/v2/resize:fit:506/1*Ek-iT96cha-0a6ROPmBEwQ.png",alt:"image"})}),"\n",(0,i.jsxs)(n.ul,{children:["\n",(0,i.jsxs)(n.li,{children:[(0,i.jsx)(n.strong,{children:'bilinear function (aka "Luong attention")'})," more details could be find in the original paper"]}),"\n"]}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.img,{src:"https://miro.medium.com/v2/resize:fit:556/1*6Qe4WGnwqecWbbeLwzhgog.png",alt:"image"})}),"\n",(0,i.jsxs)(n.ul,{children:["\n",(0,i.jsxs)(n.li,{children:[(0,i.jsx)(n.strong,{children:'multi-layer perceptron (aka "Bahdanau attention")'})," more details could be fint in the original paper"]}),"\n"]}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.img,{src:"https://miro.medium.com/v2/resize:fit:890/1*zfFRVgD8VFbRT6PHTfBDvQ.png",alt:"image"})}),"\n",(0,i.jsx)(n.h4,{id:"511-bahdanau-model",children:"5.1.1 Bahdanau model"}),"\n",(0,i.jsxs)(n.p,{children:["The encoder of the bahdanau model has two RNNs layers, one forward and one backward (bidirectional) layer, which reads input in the both directions. For each token, states of the two RNNs are concatenated. To get an attention score, apply a multi-layer perceptron (MLP) to an encoder state and a decoder state. Attention is used between decoder steps: state ",(0,i.jsxs)(n.strong,{children:[(0,i.jsx)(n.em,{children:"h"}),"(t\u22121)_"]})," is used to compute attention and its output, and both ",(0,i.jsxs)(n.strong,{children:[(0,i.jsx)(n.em,{children:"h"}),"(t\u22121)_"]})," and its outputs are passed to the decoder at step ",(0,i.jsx)(n.strong,{children:(0,i.jsx)(n.em,{children:"t"})}),"."]}),"\n",(0,i.jsx)(n.h4,{id:"512-luong-model",children:"5.1.2 Luong model"}),"\n",(0,i.jsxs)(n.p,{children:["The encoder of the luong model uses only one unidirectional RNN layer. The attention mechanism is applied same as in the bahdanau model, after the RNN decoder step ",(0,i.jsx)(n.strong,{children:(0,i.jsx)(n.em,{children:"t"})})," before making a prediction. State ",(0,i.jsx)(n.strong,{children:(0,i.jsx)(n.em,{children:"h_t"})})," used to compute attention and its output. The luong model uses a simpler scoring function (bilinear) than the bahdanau model."]}),"\n",(0,i.jsx)(n.h3,{id:"52-self-attention-mechanism",children:"5.2 Self-attention mechanism"}),"\n",(0,i.jsx)(n.p,{children:'The self-attention mechanism was introduced in the paper "Attention is all you need". This approach is similar to the basic attention mechanism which was shown before. Self-attention is one of the key components of the transformer architecture, which we will explain in section 6 in more detail. The difference between attention and self-attention is that self-attention operates between representations of the same nature: e.g., all encoder states in some layer. Self-attention is the part of the model where tokens interact with each other. Each token "looks" at other tokens in the sentence with an attention mechanism, gathers context, and updates the previous representation of "self".'}),"\n",(0,i.jsx)(n.p,{children:"Formally, this intuition of self-attention is implemented with a query-key-value attention. Each input token of a self-attention layer receives three representations (matrices) corresponding to the roles it can play:"}),"\n",(0,i.jsxs)(n.ul,{children:["\n",(0,i.jsxs)(n.li,{children:[(0,i.jsx)(n.strong,{children:"query"})," - asking for information"]}),"\n",(0,i.jsxs)(n.li,{children:[(0,i.jsx)(n.strong,{children:"key"})," - saying that it has some information"]}),"\n",(0,i.jsxs)(n.li,{children:[(0,i.jsx)(n.strong,{children:"value"})," - giving the information"]}),"\n"]}),"\n",(0,i.jsxs)(n.p,{children:["The self-attention function can be described as mapping a query (",(0,i.jsx)(n.strong,{children:(0,i.jsx)(n.em,{children:"W_Q"})}),") and a set of key-value (",(0,i.jsx)(n.strong,{children:(0,i.jsx)(n.em,{children:"W_K"})}),", ",(0,i.jsx)(n.strong,{children:(0,i.jsx)(n.em,{children:"W_V"})}),") pairs to an output. The input consists of a query vector and key-value vectors (dimension of values: ",(0,i.jsx)(n.strong,{children:(0,i.jsx)(n.em,{children:"d_v"})}),", dimension of keys: ",(0,i.jsx)(n.strong,{children:(0,i.jsx)(n.em,{children:"d_k"})}),"). Based on these three vectors the self-attention layers calculates the three matrices ",(0,i.jsx)(n.strong,{children:(0,i.jsx)(n.em,{children:"W_Q"})}),", ",(0,i.jsx)(n.strong,{children:(0,i.jsx)(n.em,{children:"W_K"})})," and ",(0,i.jsx)(n.strong,{children:(0,i.jsx)(n.em,{children:"W_V"})}),". With these three matrices we can calulate the attention weigths (the output matrix of the attention layer)."]}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.strong,{children:"Formula to calculate the self-attention output:"})}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.img,{src:"https://miro.medium.com/v2/resize:fit:896/1*aOe5BibzwSQYLjYqPrMU_w.png",alt:"image"})}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.img,{src:"https://miro.medium.com/v2/resize:fit:1368/1*glkmu3PCc8oISSO43-lEdg.png",alt:"image"})}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.em,{children:"Fig.18 - Overview of the self-attention mechanism"})}),"\n",(0,i.jsx)(n.h3,{id:"53-multi-head-attention-mechanism",children:"5.3 Multi-head attention mechanism"}),"\n",(0,i.jsxs)(n.p,{children:["The multi-head attention mechanism is an extension of the self-attention mechanism and is also implemented in the transformer architecture. The main idea of the authors of the paper was, instead performing a single attention function with ",(0,i.jsx)(n.strong,{children:(0,i.jsx)(n.em,{children:"d_model"})}),"-dimensional keys, values and queries, it would be beneficial to linearly project the queries, keys and values ",(0,i.jsx)(n.strong,{children:(0,i.jsx)(n.em,{children:"h"})})," times with different, learned linear projections (the ",(0,i.jsx)(n.strong,{children:(0,i.jsx)(n.em,{children:"W_K"})}),", ",(0,i.jsx)(n.strong,{children:(0,i.jsx)(n.em,{children:"W_Q"})})," and ",(0,i.jsx)(n.strong,{children:(0,i.jsx)(n.em,{children:"W_V"})})," matrices)."]}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.img,{src:"https://miro.medium.com/v2/resize:fit:1296/1*XtPNn8-XUXEFHsptvgZRVQ.png",alt:"image"})}),"\n",(0,i.jsx)(n.p,{children:"where:"}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.img,{src:"https://miro.medium.com/v2/resize:fit:1000/1*x7tvbTs6hite9V25k0nidg.png",alt:"image"})}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.img,{src:"https://miro.medium.com/v2/resize:fit:874/1*mHWENrcV7kAF-81OCWqhNw.png",alt:"image"})}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.em,{children:"Fig.19 - Overview of the multi-head attention mechanism"})}),"\n",(0,i.jsx)(n.h2,{id:"6-transformers",children:"6. Transformers"}),"\n",(0,i.jsx)(n.p,{children:'Transformers are introduced in 2017, in the paper "Attention is all you need". It is based solely on attention mechanism: i.e., without recurrence (RNN\u2019s) or convolutions (CNN\u2019s). On top of higher translation quality, the model is faster to train by up to an order of magnitude. Currently, Transformers (with variations) are de-facto standard models not only in sequence to sequence tasks but also for language modeling and in pretraining settings.'}),"\n",(0,i.jsx)(n.p,{children:"Transformer introduced a new modeling paradigm. In contrast to previous models where processing within encoder and decoder was done with recurrence or convolutions, transformer operates using only attention. The original transformer model uses the outputs of the decoder as input for the next prediction step, as shown in figure 20. We will see in the next sections, that some newer versions of the transformer only uses the encoder part or only the decoder part."}),"\n",(0,i.jsxs)(n.p,{children:["The transformer architecture is a stackwise architecture, it is simply possible and also useful to stack several encoder- and decoder layer together. The number of stacks could be a hyperparameter, which should be tuned during training, as well the number of attention head and the dimensions of the ",(0,i.jsx)(n.strong,{children:(0,i.jsx)(n.em,{children:"Q"})}),",",(0,i.jsx)(n.strong,{children:(0,i.jsx)(n.em,{children:"K"})})," and ",(0,i.jsx)(n.strong,{children:(0,i.jsx)(n.em,{children:"V"})})," matrices of the self-attention layer."]}),"\n",(0,i.jsx)(n.h3,{id:"61-transformer-architecture",children:"6.1 Transformer architecture"}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.img,{src:"https://miro.medium.com/v2/resize:fit:1400/1*GDpDsoqIKFpg4L0jIYEdMg.png",alt:"image"})}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.em,{children:"Fig.20 - Overview of the transformer model"})}),"\n",(0,i.jsx)(n.h4,{id:"611-positional-encoding",children:"6.1.1 Positional encoding"}),"\n",(0,i.jsxs)(n.p,{children:["Similiar to the previous shown NLP models, the transformer approach also uses learned embeddings to convert the input tokens and output tokens to vectors of dimension ",(0,i.jsx)(n.strong,{children:(0,i.jsx)(n.em,{children:"d_model"})}),". It is possible to use the Word2Vec embedding, to convert the input words to a continuous vector with a predefined dimension."]}),"\n",(0,i.jsx)(n.p,{children:"The transfomer model contains no recurrent (RNN\u2019s or LSTM\u2019s) an no convolutions, in order to make use of the order of a sequence, it is necessary to insert informations about the relative and absolute position of the input tokens of the model. The authors introduced as an additional embedding step the so called positional embedding, which is applied after the classical word embedding."}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.strong,{children:"Mathematical formulation of the positional encoding approach:"})}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.img,{src:"https://miro.medium.com/v2/resize:fit:1278/1*lL4i6gZ8noFD1X8rseqPdA.png",alt:"image"})}),"\n",(0,i.jsx)(n.p,{children:'The final positional encoding which is then used as input of the transformer is simple a sum of the embedding vector and the positional vector. For example if we consider the word "black", the positional vector is calculated as follow:'}),"\n",(0,i.jsxs)(n.p,{children:[(0,i.jsx)(n.strong,{children:(0,i.jsx)(n.em,{children:"pc(black)=embedding(black)+pe(black)"})}),", therefore it is necessary that the embedding vector and the positional vector have the same dimensions, mostly 512 dimensions."]}),"\n",(0,i.jsx)(n.h4,{id:"612-feed-forward-blocks",children:"6.1.2 Feed forward blocks"}),"\n",(0,i.jsx)(n.p,{children:"Additionally to the attention layers, each stack of the encoder and decoder contains one feed forward network. This layer consists of two linear layers with ReLU non-linearity in between. After looking at other tokens via an attention mechanism, a model uses an feed forward network block to process this new information."}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.strong,{children:"Mathematical formulation of the feed forward layer:"})}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.img,{src:"https://miro.medium.com/v2/resize:fit:1030/1*Xkuep1tFpDxa7h2Ul5AQbQ.png",alt:"image"})}),"\n",(0,i.jsxs)(n.p,{children:['A feed forward layer could be build out of convolutional layer with kernelsize = 1. The network used in the paper "Attention is all you need" has a input and output dimensionality of ',(0,i.jsx)(n.strong,{children:(0,i.jsx)(n.em,{children:"d_model = 512"})})," and the inner layer has a dimensionality of ",(0,i.jsx)(n.strong,{children:(0,i.jsx)(n.em,{children:"d_ff = 2048"})}),"."]}),"\n",(0,i.jsx)(n.h4,{id:"613-residual-connections",children:"6.1.3 Residual connections"}),"\n",(0,i.jsx)(n.p,{children:'Residual connections are very simple (add a block\u2019s input to its output), but at the same time are very useful. They ease the gradient flow through a network and allow stacking a lot of layers. In traditional, basic neural network architectures each output of a layer is feed into the next layer. The authors of the paper "Deep Residual Learning for Image Recognition" showed that deeper network not always ends up with smaller training and test errors. Therefore the residual connections can be very useful for deep networks, for skipping some layers that do not help to improve the model accuracy.'}),"\n",(0,i.jsx)(n.p,{children:"In the transformer, residual connections are used after each multi-head attention and feed forward network block."}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.img,{src:"https://miro.medium.com/v2/resize:fit:1140/1*6WlIo8W1_Qc01hjWdZy-1Q.png",alt:"image"})}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.em,{children:"Fig.21 - Residual block"})}),"\n",(0,i.jsx)(n.h4,{id:"614-layer-normalization",children:"6.1.4 Layer normalization"}),"\n",(0,i.jsx)(n.p,{children:"The layer normalization, which is applied after the multi-head attention layer contains a add and normalization function. The add function is used to sum up the output of the multi-head attention and the residual connection, which comes directly from the input of the attention layer. The layer can be described as follows:"}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.img,{src:"https://miro.medium.com/v2/resize:fit:992/1*nGItSLFnvAvTfB86_aCB1w.png",alt:"image"})}),"\n",(0,i.jsx)(n.p,{children:"Many different methods exists for the layer normalization, but we will not go in detail in this blog."}),"\n",(0,i.jsx)(n.h3,{id:"62-gpt-language-model",children:"6.2 GPT language model"}),"\n",(0,i.jsx)(n.p,{children:"The GPT-1 GPT-2, or GPT-3 are highly advanced models for several NLP taks. These models were introduced by OpenAI. The licence of the actual GPT-3 model was sold to Microsoft and is no longer accessible for the community. OpenAI showed with the GPT-2 and 3 in a very impressive way how fast the reasearch and developement is still going on. The transformers went from training from scratch over fine tuning on a specific task to finally zero shot, or few shots models in less than three years. The newest zero-shot / few-shot GPT-3 model requires no fine tuning for each downstream task and showed quite impressive results in some NLP taks, more details about the GPT-3 paper."}),"\n",(0,i.jsx)(n.p,{children:"OpenAI was reaching the goal of using a GPT model on a downstream task without fine tuning, with the following four steps:"}),"\n",(0,i.jsxs)(n.ul,{children:["\n",(0,i.jsxs)(n.li,{children:[(0,i.jsx)(n.strong,{children:"Fine tuning"}),": A transformer was trained on a large corpus of data (this could be done in a unsupervised way). Afterwards the trained model was fine tuned specifically on a downstream task."]}),"\n",(0,i.jsxs)(n.li,{children:[(0,i.jsx)(n.strong,{children:"Few shot"}),": This step represents a hugh step forward. As startingpoint there is still a pretrained model. When the model needs to make inferences, it is presented with some examples of the task to perform as conditioning. Conditioning replaces weight updating."]}),"\n",(0,i.jsxs)(n.li,{children:[(0,i.jsx)(n.strong,{children:"One shot"}),": This step takes the process yet further. The pretrained GPT model is presented with only one demonstration of the downstream taks. There will be no weight updating"]}),"\n",(0,i.jsxs)(n.li,{children:[(0,i.jsx)(n.strong,{children:"Zero shot"}),": The pretrained GPT model is presented with NO example of the downstream task. Therefore the GPT model must be able to generalize very good on mostly all NLP problems."]}),"\n"]}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.img,{src:"https://miro.medium.com/v2/resize:fit:1400/1*9p0wMj_k8Gdmxaknhm1H6w.jpeg",alt:"image"})}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.em,{children:"Fig.22 - Symbolic example of the different learning approaches in the GPT models"})}),"\n",(0,i.jsx)(n.p,{children:"The main goal of OpenAI is to generalize the concept of understanding language to any downstream taks. Therefore the training is highly intensive and requires a hugh amount of data, because the GPT model rapidly envolved from 117M parameters (GPT-2 small) to 345M parameters (GPT-2 medium) to 762M parameters (GPT-2 large) and 1,542M parameters (GPT-2 extra large).. The newst GPT-3 model has incredible 1.5 billion parameters."}),"\n",(0,i.jsx)(n.p,{children:'All GPT model uses only the decoder part of the original transformer architecture, shown in figure 23 below. In comparison to the BERT model, GPT do not use a bidirectional approach. More about a step-by-step implementation of a GPT model could be found in the book "Transformers for natural language processing" written by Daniel Rothman.'}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.img,{src:"https://miro.medium.com/v2/resize:fit:382/1*Ei9bP_ZaAUJ5iTsC8mFnsw.png",alt:"image"})}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.em,{children:"Fig.23 - Overview of the GPT model archtiecture"})}),"\n",(0,i.jsx)(n.h3,{id:"63-bert-bidirectional-encoder-representations-from-transformers",children:"6.3 BERT (Bidirectional encoder representations from transformers)"}),"\n",(0,i.jsx)(n.p,{children:"The BERT model, a new language representation model from Google AI, uses pre-training and fine-tuning to create state-of-the-art models for a wide range of tasks. These tasks include question answering systems, sentiment analysis, and language inference. BERT uses a multi-layer bidirectional transformer encoder. The self-attention layer performs self-attention in both directions. Google has released two variants of the model:"}),"\n",(0,i.jsxs)(n.ul,{children:["\n",(0,i.jsxs)(n.li,{children:[(0,i.jsx)(n.strong,{children:"BERT Base:"})," Number of transformers layers = 12, total parameters = 110M"]}),"\n",(0,i.jsxs)(n.li,{children:[(0,i.jsx)(n.strong,{children:"BERT Large:"})," Number of transformers layers = 24, total parameters = 340M"]}),"\n"]}),"\n",(0,i.jsx)(n.p,{children:'The BERT approach uses a semi-supervised training approach. The model was pretrained on a large text corpus without any labels (unsupervised learning). Google AI used the the WordPiece word embedding, with 30\'000 tokens vocabulary. The BERT model was trained on the BookCorpus with 800 million words and the English wikipedia with 2500 million words. The pretraining contains two different NLP taks. First, "masked language modeling (MLM)" and "next senctence prediction (NSP)".'}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.strong,{children:"Masked language modeling"})}),"\n",(0,i.jsx)(n.p,{children:'Masked language modeling does not require training a model with a sequence of visible words followed by a masked sequence to predict. Here a short example from the book "Transformers for natural language processing":'}),"\n",(0,i.jsxs)(n.ul,{children:["\n",(0,i.jsx)(n.li,{children:(0,i.jsx)(n.em,{children:'"The cat sat on it because it was a nice rug"'})}),"\n"]}),"\n",(0,i.jsx)(n.p,{children:'The decoder would mask the attention sequence after the model reached the word "it":'}),"\n",(0,i.jsxs)(n.ul,{children:["\n",(0,i.jsx)(n.li,{children:(0,i.jsx)(n.em,{children:'"The cat sat on it masked sequence"'})}),"\n"]}),"\n",(0,i.jsx)(n.p,{children:"But the BERT encoder masks a random token to make a prediction:"}),"\n",(0,i.jsxs)(n.ul,{children:["\n",(0,i.jsx)(n.li,{children:(0,i.jsx)(n.em,{children:'"The cat sat on it MASK it was a nice rug"'})}),"\n"]}),"\n",(0,i.jsx)(n.p,{children:"The multi-head attention sub-layer can now see the whole sequence, run the self-attention process, and predict the masked token."}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.strong,{children:"next sentence prediction"})}),"\n",(0,i.jsx)(n.p,{children:"In this approach the input contains always two sentences. Therefore two new tokens were added:"}),"\n",(0,i.jsxs)(n.ul,{children:["\n",(0,i.jsx)(n.li,{children:"CLS this is a binary classification token, added to the beginning of the first sentence to predict, if the second sentence follows the first one. A positive sample is a pair of two consecutive senctences taken from a dataset. A negative sample is created using sentence from different documents."}),"\n",(0,i.jsx)(n.li,{children:"SEP is a separation token that signals the end of a sequence."}),"\n"]}),"\n",(0,i.jsx)(n.p,{children:"The aim is now to learn, if the two sentence are two consecutive sequences from one document or not."}),"\n",(0,i.jsx)(n.h4,{id:"631-bert-finetuning",children:"6.3.1 BERT finetuning"}),"\n",(0,i.jsxs)(n.p,{children:["The usage of a BERT model for a specific downstream taks is relatively straightforward. There are many different versions of pretrained models available. A very good pasge is ",(0,i.jsx)(n.a,{href:"https://huggingface.co/models",children:"https://huggingface.co/models"}),". After loading a pretrained version of the BERT model, it is necessary to fine tune the parameters of the model. It is also necessary to add one addtitional output layer and a input layer if needed. For a Q & A Bot we have three inputs, the context a answer an a corresponding answer which should be find in the context. Figure 24 shows symbolic the idea behind the pretraining and fine tuning process."]}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.img,{src:"https://miro.medium.com/v2/resize:fit:1400/1*-LA8h0eXRZKlzFvrxtsm2w.jpeg",alt:"image"})}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.em,{children:"Fig.24 - Two steps of using a BERT Transformer"})}),"\n",(0,i.jsx)(n.h4,{id:"632-comparison-of-the-different-models",children:"6.3.2 Comparison of the different models"}),"\n",(0,i.jsx)(n.p,{children:"Figure 25 below, shows the main differences in pre-training model architectures. The BERT model uses a bidirectional Transformer. The GPT model from OpenAI uses a simple left-to-right transformer. The ELMo model does not use the transformer approach, as we have seen earlier in this blog. Therefore the BERT and GPT model performs better than previous approaches including ELMo. Until today, various versions, with some small changes or adaptions have been introduced, but all of these models still using the transformer model at the core."}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.img,{src:"https://miro.medium.com/v2/resize:fit:1400/1*MtFDXtosIeq4tuBdEG9pQA.jpeg",alt:"image"})}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.em,{children:"Fig.25 - Two steps of using a BERT Transformer"})}),"\n",(0,i.jsx)(n.h2,{id:"7-practical-example",children:"7. Practical Example"}),"\n",(0,i.jsx)(n.p,{children:"Check out the following Github repository, this blog can also be found there as a HTML file, with additional practial python examples."}),"\n",(0,i.jsxs)(n.p,{children:[(0,i.jsx)(n.a,{href:"https://github.com/robinvetsch/Transformer_SQUAD",children:"https://github.com/robinvetsch/Transformer_SQUAD"}),"."]}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.a,{href:"https://medium.com/@RobinVetsch/nlp-from-word-embedding-to-transformers-76ae124e6281",children:"NLP\u200a-\u200aFrom Word Embedding to Transformers | by Robin | Medium"})}),"\n",(0,i.jsx)(n.h2,{id:"others",children:"Others"}),"\n",(0,i.jsx)(n.h3,{id:"mamba",children:"Mamba"}),"\n",(0,i.jsx)(n.h4,{id:"shortcomings-of-transformers",children:"Shortcomings of Transformers"}),"\n",(0,i.jsxs)(n.ul,{children:["\n",(0,i.jsx)(n.li,{children:"Transformer models are widely used for language modeling tasks."}),"\n",(0,i.jsx)(n.li,{children:"They suffer from a quadratic attention mechanism, which makes them slow for long sequences."}),"\n",(0,i.jsx)(n.li,{children:(0,i.jsx)(n.strong,{children:"The slowness of Transformers for long sequences limits their usefulness."})}),"\n"]}),"\n",(0,i.jsx)(n.h4,{id:"how-mamba-is-solving-these-problems",children:"How Mamba is solving these problems"}),"\n",(0,i.jsxs)(n.ul,{children:["\n",(0,i.jsx)(n.li,{children:"Mamba is a new model that uses an SSM architecture for linear-time scaling."}),"\n",(0,i.jsx)(n.li,{children:"It is based on S4, a state space model, which can be discretized for use with text data."}),"\n",(0,i.jsx)(n.li,{children:"Mamba can be used in two modes: RNN mode and CNN mode. RNN mode is better for inference while CNN mode is better for training."}),"\n",(0,i.jsx)(n.li,{children:"Mamba introduces selectivity to the model by making the model parameters dependent on the input."}),"\n"]}),"\n",(0,i.jsx)(n.p,{children:"Mamba is a linear-time language model that outperforms Transformers on various tasks. It achieves this speedup by using a combination of techniques including an SSM architecture and recurrent updates. Overall, the post explains how Mamba solves mostly long sequence limitations especially Transformer being computationally expensive to understand and model long sequences of user interactions."}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.a,{href:"https://jackcook.com/2024/02/23/mamba.html",children:"Mamba: The Easy Way"})}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.a,{href:"https://thegradient.pub/mamba-explained/",children:"Mamba Explained"})}),"\n",(0,i.jsx)(n.h2,{id:"links",children:"Links"}),"\n",(0,i.jsxs)(n.ul,{children:["\n",(0,i.jsx)(n.li,{children:(0,i.jsx)(n.a,{href:"https://mlops.substack.com/p/state-space-sequence-models-over",children:"State Space Sequence Models over Transformers?"})}),"\n",(0,i.jsx)(n.li,{children:(0,i.jsx)(n.a,{href:"https://huggingface.co/learn/nlp-course/chapter1/1",children:"Introduction - Hugging Face NLP Course"})}),"\n"]})]})}function c(e={}){const{wrapper:n}={...(0,r.a)(),...e.components};return n?(0,i.jsx)(n,{...e,children:(0,i.jsx)(h,{...e})}):h(e)}},511151:(e,n,t)=>{t.d(n,{Z:()=>a,a:()=>s});var i=t(667294);const r={},o=i.createContext(r);function s(e){const n=i.useContext(o);return i.useMemo((function(){return"function"==typeof e?e(n):{...n,...e}}),[n,e])}function a(e){let n;return n=e.disableParentContext?"function"==typeof e.components?e.components(r):e.components||r:s(e.components),i.createElement(o.Provider,{value:n},e.children)}}}]); \ No newline at end of file diff --git a/assets/js/cf993bc7.9055b99d.js b/assets/js/cf993bc7.9055b99d.js new file mode 100644 index 00000000000..e055559eed9 --- /dev/null +++ b/assets/js/cf993bc7.9055b99d.js @@ -0,0 +1 @@ +"use strict";(self.webpackChunkdeep_notes=self.webpackChunkdeep_notes||[]).push([[59514],{399997:(e,i,a)=>{a.r(i),a.d(i,{assets:()=>l,contentTitle:()=>r,default:()=>d,frontMatter:()=>s,metadata:()=>c,toc:()=>o});var t=a(785893),n=a(511151);const s={},r="Caching Strategies",c={id:"computer-science/operating-system/caching-strategies-topologies",title:"Caching Strategies",description:"1. Cooperative/Distributed caching",source:"@site/docs/computer-science/operating-system/caching-strategies-topologies.md",sourceDirName:"computer-science/operating-system",slug:"/computer-science/operating-system/caching-strategies-topologies",permalink:"/computer-science/operating-system/caching-strategies-topologies",draft:!1,unlisted:!1,editUrl:"https://github.com/deepaksood619/deepaksood619.github.io/tree/master/docs/computer-science/operating-system/caching-strategies-topologies.md",tags:[],version:"current",lastUpdatedAt:1729323453,formattedLastUpdatedAt:"Oct 19, 2024",frontMatter:{},sidebar:"tutorialSidebar",previous:{title:"Caches / Caching",permalink:"/computer-science/operating-system/caches-caching"},next:{title:"Compilers",permalink:"/computer-science/operating-system/compilers"}},l={},o=[{value:"1. Cooperative/Distributed caching",id:"1-cooperativedistributed-caching",level:3},{value:"2. Partial caching",id:"2-partial-caching",level:3},{value:"3. Geographical caching",id:"3-geographical-caching",level:3},{value:"4. Preemptive caching",id:"4-preemptive-caching",level:3},{value:"5. Latency SLA caching",id:"5-latency-sla-caching",level:3},{value:"Caching Topologies",id:"caching-topologies",level:2},{value:"IN-PROCESS CACHES",id:"in-process-caches",level:3},{value:"EMBEDDED NODE CACHES",id:"embedded-node-caches",level:3},{value:"CLIENT-SERVER CACHES",id:"client-server-caches",level:3},{value:"Caching places",id:"caching-places",level:2},{value:"Caching Layers",id:"caching-layers",level:2},{value:"Integrated Redis Cache",id:"integrated-redis-cache",level:2},{value:"1. CacheFront Read and Writes with CDC",id:"1-cachefront-read-and-writes-with-cdc",level:3},{value:"2. Multi-Region Cache Warming with Redis Streaming",id:"2-multi-region-cache-warming-with-redis-streaming",level:3},{value:"3. Redis and Docstore Sharding",id:"3-redis-and-docstore-sharding",level:3}];function h(e){const i={a:"a",h1:"h1",h2:"h2",h3:"h3",img:"img",li:"li",ol:"ol",p:"p",ul:"ul",...(0,n.a)(),...e.components};return(0,t.jsxs)(t.Fragment,{children:[(0,t.jsx)(i.h1,{id:"caching-strategies",children:"Caching Strategies"}),"\n",(0,t.jsx)(i.h3,{id:"1-cooperativedistributed-caching",children:"1. Cooperative/Distributed caching"}),"\n",(0,t.jsx)(i.p,{children:"Cache data is distributed between nodes"}),"\n",(0,t.jsx)(i.p,{children:"In Cooperative Caching, also known as Distributed Caching, multiple distinct systems (normally referred to as cluster-nodes) work together to build a huge, shared cache."}),"\n",(0,t.jsx)(i.h3,{id:"2-partial-caching",children:"2. Partial caching"}),"\n",(0,t.jsx)(i.p,{children:"Partial Caching describes a type of caching where not all data is stored inside the cache. Depending on certain criteria, responses might not be cacheable or are not expected to be cached (like temporary failures)."}),"\n",(0,t.jsx)(i.p,{children:'A typical example for data where not everything is cacheable is websites. Some pages are "static" and'}),"\n",(0,t.jsx)(i.p,{children:"only change if some manual or regular action happens. Those pages can easily be cached and invalidated whenever this particular action happened. Apart from that, other pages consist of mostly dynamic content or frequently updated content (like stock market tickers) and shouldn't be cached at all."}),"\n",(0,t.jsx)(i.h3,{id:"3-geographical-caching",children:"3. Geographical caching"}),"\n",(0,t.jsx)(i.p,{children:"Geographical Caches are located in strategically chosen locations to optimize latency on requests, therefore this kind of cache will mostly be used for website content. It is also known as CDN (Content Delivery Network)."}),"\n",(0,t.jsx)(i.h3,{id:"4-preemptive-caching",children:"4. Preemptive caching"}),"\n",(0,t.jsx)(i.p,{children:"A Preemptive Cache itself is not a caching type like the others above but is mostly used in conjunction with a Geographical Cache."}),"\n",(0,t.jsx)(i.p,{children:"Using a warm-up engine a Preemptive Cache is populated on startup and tries to update itself based on rules or events. The idea behind this cache addition is to reload data from any backend service or central cluster even before a requestor wants to retrieve the element. This keeps access time to the cached elements constant and prevents accesses to single elements from becoming unexpectedly long."}),"\n",(0,t.jsx)(i.p,{children:"Building a Preemptive Cache is not easy and requires a lot of knowledge of the cached domain and the update workflows."}),"\n",(0,t.jsx)(i.h3,{id:"5-latency-sla-caching",children:"5. Latency SLA caching"}),"\n",(0,t.jsx)(i.p,{children:"A Latency SLA Cache is able to maintain latency SLAs even if the cache is slow or overloaded. This type of cache can be build in two different ways."}),"\n",(0,t.jsx)(i.p,{children:"The first option is to have a timeout to exceed before the system either requests the potentially cached element from the original source (in parallel to the already running cache request) or provides a simple default answer, and uses whatever returns first."}),"\n",(0,t.jsx)(i.p,{children:"The other option is to always fire both requests in parallel and take whatever returns first. This option is not the preferred way of implementation since it mostly works against the idea of caching and won't reduce load on the backend system. This option might still make sense if multiple caching layers are available, like always try the first and second nearest caches in parallel."}),"\n",(0,t.jsx)(i.h2,{id:"caching-topologies",children:"Caching Topologies"}),"\n",(0,t.jsx)(i.h3,{id:"in-process-caches",children:"IN-PROCESS CACHES"}),"\n",(0,t.jsx)(i.p,{children:"The In-Process Cache is most oftenly used in non-distributed systems. The cache is kept inside the application's memory space itself and offers the fastest possible access speed."}),"\n",(0,t.jsx)(i.p,{children:"This type of cache is used for caching database entities but can also be used as some kind of an object pool, for instance pooling most recently used network connections to be reused at a later point."}),"\n",(0,t.jsx)(i.p,{children:"Advantages:"}),"\n",(0,t.jsxs)(i.ul,{children:["\n",(0,t.jsx)(i.li,{children:"Highest access speed"}),"\n",(0,t.jsx)(i.li,{children:"Data available locally"}),"\n",(0,t.jsx)(i.li,{children:"Easy to maintain"}),"\n"]}),"\n",(0,t.jsx)(i.p,{children:"Disadvantages:"}),"\n",(0,t.jsxs)(i.ul,{children:["\n",(0,t.jsx)(i.li,{children:"Data duplication if multiple applications"}),"\n",(0,t.jsx)(i.li,{children:"High memory consumption on a single node"}),"\n",(0,t.jsx)(i.li,{children:"Data cached inside the applications memory"}),"\n",(0,t.jsx)(i.li,{children:"Seems easy to build but has a lot of hidden challenges"}),"\n"]}),"\n",(0,t.jsx)(i.h3,{id:"embedded-node-caches",children:"EMBEDDED NODE CACHES"}),"\n",(0,t.jsx)(i.p,{children:"Using an Embedded Node Cache the application itself will be part of the cluster. This caching topology is a kind of combination between an In-Process Cache and the Cooperative Caching and it can either use partitioning or full dataset replication."}),"\n",(0,t.jsx)(i.p,{children:"Using full replication the application will get all the benefits of an In-Process Cache since all data is available locally (highest access speed) but for the sake of memory consumption and heap size."}),"\n",(0,t.jsx)(i.p,{children:"By using data partitioning the application knows about the owner of a requested record and will ask directly using an existing data stream. Speed is lower than locally available data but still accessible quickly."}),"\n",(0,t.jsx)(i.p,{children:"Advantages:"}),"\n",(0,t.jsxs)(i.ul,{children:["\n",(0,t.jsx)(i.li,{children:"Data can be replicated for highest access speed"}),"\n",(0,t.jsx)(i.li,{children:"Data can be partitioned to create bigger datasets"}),"\n",(0,t.jsx)(i.li,{children:"Cached data might be used a shared state lookup between applications U Possible to scale out the application itself"}),"\n"]}),"\n",(0,t.jsx)(i.p,{children:"Disadvantages:"}),"\n",(0,t.jsxs)(i.ul,{children:["\n",(0,t.jsx)(i.li,{children:"High duplication rate on replication"}),"\n",(0,t.jsx)(i.li,{children:"Application and cache cannot be scaled independently U Data cached inside the applications memory"}),"\n"]}),"\n",(0,t.jsx)(i.h3,{id:"client-server-caches",children:"CLIENT-SERVER CACHES"}),"\n",(0,t.jsx)(i.p,{children:"A Client-Server Cache is one of the most typical setups these days (next to a pure In-Process Cache). In general these systems tend to be Cooperative Caches by having a multi-server architecture to scale out and have the same feature set as the Embedded Node Caches but with the client layer on top."}),"\n",(0,t.jsx)(i.p,{children:"This architecture keeps separate clusters of the applications using the cached data and the data itself, offering the possibility to scale the application cluster and the caching cluster independently. Instead of a caching cluster it is also possible to have a single caching server however this situation slowly losing traction."}),"\n",(0,t.jsx)(i.p,{children:"Having a Client-Server Cache architecture is quite similar to the common usage patterns of an external relational database or other network-connected backend resources."}),"\n",(0,t.jsx)(i.p,{children:"Advantages:"}),"\n",(0,t.jsxs)(i.ul,{children:["\n",(0,t.jsx)(i.li,{children:"Data can be replicated for highest access speed"}),"\n",(0,t.jsx)(i.li,{children:"Data can be partitioned to create bigger datasets"}),"\n",(0,t.jsx)(i.li,{children:"Cached data might be used a shared state lookup between applications U Applications and cache can be scaled out independently"}),"\n",(0,t.jsx)(i.li,{children:"Applications can be restarted without losing data"}),"\n"]}),"\n",(0,t.jsx)(i.p,{children:"Disadvantages:"}),"\n",(0,t.jsxs)(i.ul,{children:["\n",(0,t.jsx)(i.li,{children:"High duplication rate on replication"}),"\n",(0,t.jsx)(i.li,{children:"Always an additional network round trip (fast network)"}),"\n"]}),"\n",(0,t.jsx)(i.h2,{id:"caching-places",children:"Caching places"}),"\n",(0,t.jsxs)(i.ul,{children:["\n",(0,t.jsx)(i.li,{children:"Client Side Caching"}),"\n",(0,t.jsx)(i.li,{children:"Server Side Caching"}),"\n",(0,t.jsx)(i.li,{children:"Network Caching"}),"\n"]}),"\n",(0,t.jsx)(i.h2,{id:"caching-layers",children:"Caching Layers"}),"\n",(0,t.jsx)(i.p,{children:"Data is cached everywhere, from the front end to the back end!"}),"\n",(0,t.jsx)(i.p,{children:"There are multiple layers along the flow."}),"\n",(0,t.jsxs)(i.ol,{children:["\n",(0,t.jsxs)(i.li,{children:["\n",(0,t.jsx)(i.p,{children:"Client apps: HTTP responses can be cached by the browser. We request data over HTTP for the first time, and it is returned with an expiry policy in the HTTP header; we request data again, and the client app tries to retrieve the data from the browser cache first."}),"\n"]}),"\n",(0,t.jsxs)(i.li,{children:["\n",(0,t.jsx)(i.p,{children:"CDN: CDN caches static web resources. The clients can retrieve data from a CDN node nearby."}),"\n"]}),"\n",(0,t.jsxs)(i.li,{children:["\n",(0,t.jsx)(i.p,{children:"Load Balancer: The load Balancer can cache resources as well."}),"\n"]}),"\n",(0,t.jsxs)(i.li,{children:["\n",(0,t.jsx)(i.p,{children:"Messaging infra: Message brokers store messages on disk first, and then consumers retrieve them at their own pace. Depending on the retention policy, the data is cached in Kafka clusters for a period of time."}),"\n"]}),"\n",(0,t.jsxs)(i.li,{children:["\n",(0,t.jsx)(i.p,{children:"Services: There are multiple layers of cache in a service. If the data is not cached in the CPU cache, the service will try to retrieve the data from memory. Sometimes the service has a second-level cache to store data on disk."}),"\n"]}),"\n",(0,t.jsxs)(i.li,{children:["\n",(0,t.jsx)(i.p,{children:"Distributed Cache: Distributed cache like Redis hold key-value pairs for multiple services in memory. It provides much better read/write performance than the database."}),"\n"]}),"\n",(0,t.jsxs)(i.li,{children:["\n",(0,t.jsx)(i.p,{children:"Full-text Search: we sometimes need to use full-text searches like Elastic Search for document search or log search. A copy of data is indexed in the search engine as well."}),"\n"]}),"\n",(0,t.jsxs)(i.li,{children:["\n",(0,t.jsx)(i.p,{children:"Database: Even in the database, we have different levels of caches:"}),"\n"]}),"\n"]}),"\n",(0,t.jsxs)(i.ul,{children:["\n",(0,t.jsx)(i.li,{children:"WAL(Write-ahead Log): data is written to WAL first before building the B tree index"}),"\n",(0,t.jsx)(i.li,{children:"Bufferpool: A memory area allocated to cache query results"}),"\n",(0,t.jsx)(i.li,{children:"Materialized View: Pre-compute query results and store them in the database tables for better query performance"}),"\n",(0,t.jsx)(i.li,{children:"Transaction log: record all the transactions and database updates"}),"\n",(0,t.jsx)(i.li,{children:"Replication Log: used to record the replication state in a database cluster"}),"\n"]}),"\n",(0,t.jsx)(i.p,{children:(0,t.jsx)(i.img,{alt:"where do we cache data",src:a(508652).Z+"",width:"1280",height:"1867"})}),"\n",(0,t.jsx)(i.h2,{id:"integrated-redis-cache",children:"Integrated Redis Cache"}),"\n",(0,t.jsx)(i.p,{children:(0,t.jsx)(i.img,{alt:"Integrated redis cache",src:a(904464).Z+"",width:"1280",height:"1591"})}),"\n",(0,t.jsx)(i.h3,{id:"1-cachefront-read-and-writes-with-cdc",children:"1. CacheFront Read and Writes with CDC"}),"\n",(0,t.jsxs)(i.ul,{children:["\n",(0,t.jsxs)(i.li,{children:["\n",(0,t.jsx)(i.p,{children:"Uber built CacheFront - an integrated caching solution with Redis, Docstore, and MySQL."}),"\n"]}),"\n",(0,t.jsxs)(i.li,{children:["\n",(0,t.jsx)(i.p,{children:"Rather than the microservice, Docstore\u2019s query engine communicates with Redis for read requests."}),"\n"]}),"\n",(0,t.jsxs)(i.li,{children:["\n",(0,t.jsx)(i.p,{children:"For cache hits, the query engine fetches data from Redis. For cache misses, the request goes to the storage engine and the database."}),"\n"]}),"\n",(0,t.jsxs)(i.li,{children:["\n",(0,t.jsx)(i.p,{children:"In the case of writes, Docstore\u2019s CDC service (Flux) invalidates the records in Redis. It tails MySQL binlog events to trigger the invalidation."}),"\n"]}),"\n"]}),"\n",(0,t.jsx)(i.h3,{id:"2-multi-region-cache-warming-with-redis-streaming",children:"2. Multi-Region Cache Warming with Redis Streaming"}),"\n",(0,t.jsxs)(i.ul,{children:["\n",(0,t.jsx)(i.li,{children:"A region fail-over can result in cache misses and overload the database."}),"\n",(0,t.jsx)(i.li,{children:"To handle this, Uber\u2019s engineering team uses cross-region Redis replication. This is done by tailing the Redis write stream to replicate keys to the remote region."}),"\n",(0,t.jsx)(i.li,{children:"In the remote region, the stream consumer issues read requests to the query engine that reads the database and updates the cache."}),"\n"]}),"\n",(0,t.jsx)(i.h3,{id:"3-redis-and-docstore-sharding",children:"3. Redis and Docstore Sharding"}),"\n",(0,t.jsxs)(i.ul,{children:["\n",(0,t.jsx)(i.li,{children:"All teams in Uber use Docstore and some generate a huge number of requests."}),"\n",(0,t.jsx)(i.li,{children:"Both Redis and Docstore instances are sharded or partitioned to handle the load. But a single Redis cluster going down may create a hot DB shard."}),"\n",(0,t.jsx)(i.li,{children:"To prevent this, they partitioned the Redis cluster using a scheme that was different from the DB sharding. This ensures that the load is evenly distributed."}),"\n"]}),"\n",(0,t.jsx)(i.p,{children:(0,t.jsx)(i.a,{href:"https://blog.bytebytego.com/p/ep131-how-uber-served-40-million",children:"EP131: How Uber Served 40 Million Reads with Integrated Redis Cache?"})})]})}function d(e={}){const{wrapper:i}={...(0,n.a)(),...e.components};return i?(0,t.jsx)(i,{...e,children:(0,t.jsx)(h,{...e})}):h(e)}},904464:(e,i,a)=>{a.d(i,{Z:()=>t});const t=a.p+"assets/images/Pasted image 20241006232918-ffa5a5b113899c004110eaf0e88d9659.jpg"},508652:(e,i,a)=>{a.d(i,{Z:()=>t});const t=a.p+"assets/images/cache-layers-data-7c16d8303d57769e46d2a5bb277e54a6.jpg"},511151:(e,i,a)=>{a.d(i,{Z:()=>c,a:()=>r});var t=a(667294);const n={},s=t.createContext(n);function r(e){const i=t.useContext(s);return t.useMemo((function(){return"function"==typeof e?e(i):{...i,...e}}),[i,e])}function c(e){let i;return i=e.disableParentContext?"function"==typeof e.components?e.components(n):e.components||n:r(e.components),t.createElement(s.Provider,{value:i},e.children)}}}]); \ No newline at end of file diff --git a/assets/js/cf993bc7.b467f890.js b/assets/js/cf993bc7.b467f890.js deleted file mode 100644 index a5fa0e298ec..00000000000 --- a/assets/js/cf993bc7.b467f890.js +++ /dev/null @@ -1 +0,0 @@ -"use strict";(self.webpackChunkdeep_notes=self.webpackChunkdeep_notes||[]).push([[59514],{399997:(e,i,a)=>{a.r(i),a.d(i,{assets:()=>l,contentTitle:()=>r,default:()=>d,frontMatter:()=>s,metadata:()=>c,toc:()=>o});var t=a(785893),n=a(511151);const s={},r="Caching Strategies",c={id:"computer-science/operating-system/caching-strategies-topologies",title:"Caching Strategies",description:"1. Cooperative/Distributed caching",source:"@site/docs/computer-science/operating-system/caching-strategies-topologies.md",sourceDirName:"computer-science/operating-system",slug:"/computer-science/operating-system/caching-strategies-topologies",permalink:"/computer-science/operating-system/caching-strategies-topologies",draft:!1,unlisted:!1,editUrl:"https://github.com/deepaksood619/deepaksood619.github.io/tree/master/docs/computer-science/operating-system/caching-strategies-topologies.md",tags:[],version:"current",lastUpdatedAt:1728296318,formattedLastUpdatedAt:"Oct 7, 2024",frontMatter:{},sidebar:"tutorialSidebar",previous:{title:"Caches / Caching",permalink:"/computer-science/operating-system/caches-caching"},next:{title:"Compilers",permalink:"/computer-science/operating-system/compilers"}},l={},o=[{value:"1. Cooperative/Distributed caching",id:"1-cooperativedistributed-caching",level:3},{value:"2. Partial caching",id:"2-partial-caching",level:3},{value:"3. 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Redis and Docstore Sharding",id:"3-redis-and-docstore-sharding",level:3}];function h(e){const i={a:"a",h1:"h1",h2:"h2",h3:"h3",img:"img",li:"li",ol:"ol",p:"p",ul:"ul",...(0,n.a)(),...e.components};return(0,t.jsxs)(t.Fragment,{children:[(0,t.jsx)(i.h1,{id:"caching-strategies",children:"Caching Strategies"}),"\n",(0,t.jsx)(i.h3,{id:"1-cooperativedistributed-caching",children:"1. Cooperative/Distributed caching"}),"\n",(0,t.jsx)(i.p,{children:"Cache data is distributed between nodes"}),"\n",(0,t.jsx)(i.p,{children:"In Cooperative Caching, also known as Distributed Caching, multiple distinct systems (normally referred to as cluster-nodes) work together to build a huge, shared cache."}),"\n",(0,t.jsx)(i.h3,{id:"2-partial-caching",children:"2. Partial caching"}),"\n",(0,t.jsx)(i.p,{children:"Partial Caching describes a type of caching where not all data is stored inside the cache. Depending on certain criteria, responses might not be cacheable or are not expected to be cached (like temporary failures)."}),"\n",(0,t.jsx)(i.p,{children:'A typical example for data where not everything is cacheable is websites. Some pages are "static" and'}),"\n",(0,t.jsx)(i.p,{children:"only change if some manual or regular action happens. Those pages can easily be cached and invalidated whenever this particular action happened. Apart from that, other pages consist of mostly dynamic content or frequently updated content (like stock market tickers) and shouldn't be cached at all."}),"\n",(0,t.jsx)(i.h3,{id:"3-geographical-caching",children:"3. Geographical caching"}),"\n",(0,t.jsx)(i.p,{children:"Geographical Caches are located in strategically chosen locations to optimize latency on requests, therefore this kind of cache will mostly be used for website content. It is also known as CDN (Content Delivery Network)."}),"\n",(0,t.jsx)(i.h3,{id:"4-preemptive-caching",children:"4. Preemptive caching"}),"\n",(0,t.jsx)(i.p,{children:"A Preemptive Cache itself is not a caching type like the others above but is mostly used in conjunction with a Geographical Cache."}),"\n",(0,t.jsx)(i.p,{children:"Using a warm-up engine a Preemptive Cache is populated on startup and tries to update itself based on rules or events. The idea behind this cache addition is to reload data from any backend service or central cluster even before a requestor wants to retrieve the element. This keeps access time to the cached elements constant and prevents accesses to single elements from becoming unexpectedly long."}),"\n",(0,t.jsx)(i.p,{children:"Building a Preemptive Cache is not easy and requires a lot of knowledge of the cached domain and the update workflows."}),"\n",(0,t.jsx)(i.h3,{id:"5-latency-sla-caching",children:"5. Latency SLA caching"}),"\n",(0,t.jsx)(i.p,{children:"A Latency SLA Cache is able to maintain latency SLAs even if the cache is slow or overloaded. This type of cache can be build in two different ways."}),"\n",(0,t.jsx)(i.p,{children:"The first option is to have a timeout to exceed before the system either requests the potentially cached element from the original source (in parallel to the already running cache request) or provides a simple default answer, and uses whatever returns first."}),"\n",(0,t.jsx)(i.p,{children:"The other option is to always fire both requests in parallel and take whatever returns first. This option is not the preferred way of implementation since it mostly works against the idea of caching and won't reduce load on the backend system. This option might still make sense if multiple caching layers are available, like always try the first and second nearest caches in parallel."}),"\n",(0,t.jsx)(i.h2,{id:"caching-topologies",children:"Caching Topologies"}),"\n",(0,t.jsx)(i.h3,{id:"in-process-caches",children:"IN-PROCESS CACHES"}),"\n",(0,t.jsx)(i.p,{children:"The In-Process Cache is most oftenly used in non-distributed systems. The cache is kept inside the application's memory space itself and offers the fastest possible access speed."}),"\n",(0,t.jsx)(i.p,{children:"This type of cache is used for caching database entities but can also be used as some kind of an object pool, for instance pooling most recently used network connections to be reused at a later point."}),"\n",(0,t.jsx)(i.p,{children:"Advantages:"}),"\n",(0,t.jsxs)(i.ul,{children:["\n",(0,t.jsx)(i.li,{children:"Highest access speed"}),"\n",(0,t.jsx)(i.li,{children:"Data available locally"}),"\n",(0,t.jsx)(i.li,{children:"Easy to maintain"}),"\n"]}),"\n",(0,t.jsx)(i.p,{children:"Disadvantages:"}),"\n",(0,t.jsxs)(i.ul,{children:["\n",(0,t.jsx)(i.li,{children:"Data duplication if multiple applications"}),"\n",(0,t.jsx)(i.li,{children:"High memory consumption on a single node"}),"\n",(0,t.jsx)(i.li,{children:"Data cached inside the applications memory"}),"\n",(0,t.jsx)(i.li,{children:"Seems easy to build but has a lot of hidden challenges"}),"\n"]}),"\n",(0,t.jsx)(i.h3,{id:"embedded-node-caches",children:"EMBEDDED NODE CACHES"}),"\n",(0,t.jsx)(i.p,{children:"Using an Embedded Node Cache the application itself will be part of the cluster. This caching topology is a kind of combination between an In-Process Cache and the Cooperative Caching and it can either use partitioning or full dataset replication."}),"\n",(0,t.jsx)(i.p,{children:"Using full replication the application will get all the benefits of an In-Process Cache since all data is available locally (highest access speed) but for the sake of memory consumption and heap size."}),"\n",(0,t.jsx)(i.p,{children:"By using data partitioning the application knows about the owner of a requested record and will ask directly using an existing data stream. Speed is lower than locally available data but still accessible quickly."}),"\n",(0,t.jsx)(i.p,{children:"Advantages:"}),"\n",(0,t.jsxs)(i.ul,{children:["\n",(0,t.jsx)(i.li,{children:"Data can be replicated for highest access speed"}),"\n",(0,t.jsx)(i.li,{children:"Data can be partitioned to create bigger datasets"}),"\n",(0,t.jsx)(i.li,{children:"Cached data might be used a shared state lookup between applications U Possible to scale out the application itself"}),"\n"]}),"\n",(0,t.jsx)(i.p,{children:"Disadvantages:"}),"\n",(0,t.jsxs)(i.ul,{children:["\n",(0,t.jsx)(i.li,{children:"High duplication rate on replication"}),"\n",(0,t.jsx)(i.li,{children:"Application and cache cannot be scaled independently U Data cached inside the applications memory"}),"\n"]}),"\n",(0,t.jsx)(i.h3,{id:"client-server-caches",children:"CLIENT-SERVER CACHES"}),"\n",(0,t.jsx)(i.p,{children:"A Client-Server Cache is one of the most typical setups these days (next to a pure In-Process Cache). In general these systems tend to be Cooperative Caches by having a multi-server architecture to scale out and have the same feature set as the Embedded Node Caches but with the client layer on top."}),"\n",(0,t.jsx)(i.p,{children:"This architecture keeps separate clusters of the applications using the cached data and the data itself, offering the possibility to scale the application cluster and the caching cluster independently. Instead of a caching cluster it is also possible to have a single caching server however this situation slowly losing traction."}),"\n",(0,t.jsx)(i.p,{children:"Having a Client-Server Cache architecture is quite similar to the common usage patterns of an external relational database or other network-connected backend resources."}),"\n",(0,t.jsx)(i.p,{children:"Advantages:"}),"\n",(0,t.jsxs)(i.ul,{children:["\n",(0,t.jsx)(i.li,{children:"Data can be replicated for highest access speed"}),"\n",(0,t.jsx)(i.li,{children:"Data can be partitioned to create bigger datasets"}),"\n",(0,t.jsx)(i.li,{children:"Cached data might be used a shared state lookup between applications U Applications and cache can be scaled out independently"}),"\n",(0,t.jsx)(i.li,{children:"Applications can be restarted without losing data"}),"\n"]}),"\n",(0,t.jsx)(i.p,{children:"Disadvantages:"}),"\n",(0,t.jsxs)(i.ul,{children:["\n",(0,t.jsx)(i.li,{children:"High duplication rate on replication"}),"\n",(0,t.jsx)(i.li,{children:"Always an additional network round trip (fast network)"}),"\n"]}),"\n",(0,t.jsx)(i.h2,{id:"caching-places",children:"Caching places"}),"\n",(0,t.jsxs)(i.ul,{children:["\n",(0,t.jsx)(i.li,{children:"Client Side Caching"}),"\n",(0,t.jsx)(i.li,{children:"Server Side Caching"}),"\n",(0,t.jsx)(i.li,{children:"Network Caching"}),"\n"]}),"\n",(0,t.jsx)(i.h2,{id:"caching-layers",children:"Caching Layers"}),"\n",(0,t.jsx)(i.p,{children:"Data is cached everywhere, from the front end to the back end!"}),"\n",(0,t.jsx)(i.p,{children:"There are multiple layers along the flow."}),"\n",(0,t.jsxs)(i.ol,{children:["\n",(0,t.jsxs)(i.li,{children:["\n",(0,t.jsx)(i.p,{children:"Client apps: HTTP responses can be cached by the browser. We request data over HTTP for the first time, and it is returned with an expiry policy in the HTTP header; we request data again, and the client app tries to retrieve the data from the browser cache first."}),"\n"]}),"\n",(0,t.jsxs)(i.li,{children:["\n",(0,t.jsx)(i.p,{children:"CDN: CDN caches static web resources. The clients can retrieve data from a CDN node nearby."}),"\n"]}),"\n",(0,t.jsxs)(i.li,{children:["\n",(0,t.jsx)(i.p,{children:"Load Balancer: The load Balancer can cache resources as well."}),"\n"]}),"\n",(0,t.jsxs)(i.li,{children:["\n",(0,t.jsx)(i.p,{children:"Messaging infra: Message brokers store messages on disk first, and then consumers retrieve them at their own pace. Depending on the retention policy, the data is cached in Kafka clusters for a period of time."}),"\n"]}),"\n",(0,t.jsxs)(i.li,{children:["\n",(0,t.jsx)(i.p,{children:"Services: There are multiple layers of cache in a service. If the data is not cached in the CPU cache, the service will try to retrieve the data from memory. Sometimes the service has a second-level cache to store data on disk."}),"\n"]}),"\n",(0,t.jsxs)(i.li,{children:["\n",(0,t.jsx)(i.p,{children:"Distributed Cache: Distributed cache like Redis hold key-value pairs for multiple services in memory. It provides much better read/write performance than the database."}),"\n"]}),"\n",(0,t.jsxs)(i.li,{children:["\n",(0,t.jsx)(i.p,{children:"Full-text Search: we sometimes need to use full-text searches like Elastic Search for document search or log search. A copy of data is indexed in the search engine as well."}),"\n"]}),"\n",(0,t.jsxs)(i.li,{children:["\n",(0,t.jsx)(i.p,{children:"Database: Even in the database, we have different levels of caches:"}),"\n"]}),"\n"]}),"\n",(0,t.jsxs)(i.ul,{children:["\n",(0,t.jsx)(i.li,{children:"WAL(Write-ahead Log): data is written to WAL first before building the B tree index"}),"\n",(0,t.jsx)(i.li,{children:"Bufferpool: A memory area allocated to cache query results"}),"\n",(0,t.jsx)(i.li,{children:"Materialized View: Pre-compute query results and store them in the database tables for better query performance"}),"\n",(0,t.jsx)(i.li,{children:"Transaction log: record all the transactions and database updates"}),"\n",(0,t.jsx)(i.li,{children:"Replication Log: used to record the replication state in a database cluster"}),"\n"]}),"\n",(0,t.jsx)(i.p,{children:(0,t.jsx)(i.img,{alt:"image",src:a(508652).Z+"",width:"1280",height:"1867"})}),"\n",(0,t.jsx)(i.h2,{id:"integrated-redis-cache",children:"Integrated Redis Cache"}),"\n",(0,t.jsx)(i.p,{children:(0,t.jsx)(i.img,{alt:"Integrated redis cache",src:a(904464).Z+"",width:"1280",height:"1591"})}),"\n",(0,t.jsx)(i.h3,{id:"1-cachefront-read-and-writes-with-cdc",children:"1. CacheFront Read and Writes with CDC"}),"\n",(0,t.jsxs)(i.ul,{children:["\n",(0,t.jsxs)(i.li,{children:["\n",(0,t.jsx)(i.p,{children:"Uber built CacheFront - an integrated caching solution with Redis, Docstore, and MySQL."}),"\n"]}),"\n",(0,t.jsxs)(i.li,{children:["\n",(0,t.jsx)(i.p,{children:"Rather than the microservice, Docstore\u2019s query engine communicates with Redis for read requests."}),"\n"]}),"\n",(0,t.jsxs)(i.li,{children:["\n",(0,t.jsx)(i.p,{children:"For cache hits, the query engine fetches data from Redis. For cache misses, the request goes to the storage engine and the database."}),"\n"]}),"\n",(0,t.jsxs)(i.li,{children:["\n",(0,t.jsx)(i.p,{children:"In the case of writes, Docstore\u2019s CDC service (Flux) invalidates the records in Redis. It tails MySQL binlog events to trigger the invalidation."}),"\n"]}),"\n"]}),"\n",(0,t.jsx)(i.h3,{id:"2-multi-region-cache-warming-with-redis-streaming",children:"2. Multi-Region Cache Warming with Redis Streaming"}),"\n",(0,t.jsxs)(i.ul,{children:["\n",(0,t.jsx)(i.li,{children:"A region fail-over can result in cache misses and overload the database."}),"\n",(0,t.jsx)(i.li,{children:"To handle this, Uber\u2019s engineering team uses cross-region Redis replication. This is done by tailing the Redis write stream to replicate keys to the remote region."}),"\n",(0,t.jsx)(i.li,{children:"In the remote region, the stream consumer issues read requests to the query engine that reads the database and updates the cache."}),"\n"]}),"\n",(0,t.jsx)(i.h3,{id:"3-redis-and-docstore-sharding",children:"3. Redis and Docstore Sharding"}),"\n",(0,t.jsxs)(i.ul,{children:["\n",(0,t.jsx)(i.li,{children:"All teams in Uber use Docstore and some generate a huge number of requests."}),"\n",(0,t.jsx)(i.li,{children:"Both Redis and Docstore instances are sharded or partitioned to handle the load. But a single Redis cluster going down may create a hot DB shard."}),"\n",(0,t.jsx)(i.li,{children:"To prevent this, they partitioned the Redis cluster using a scheme that was different from the DB sharding. This ensures that the load is evenly distributed."}),"\n"]}),"\n",(0,t.jsx)(i.p,{children:(0,t.jsx)(i.a,{href:"https://blog.bytebytego.com/p/ep131-how-uber-served-40-million",children:"EP131: How Uber Served 40 Million Reads with Integrated Redis Cache?"})})]})}function d(e={}){const{wrapper:i}={...(0,n.a)(),...e.components};return i?(0,t.jsx)(i,{...e,children:(0,t.jsx)(h,{...e})}):h(e)}},904464:(e,i,a)=>{a.d(i,{Z:()=>t});const t=a.p+"assets/images/Pasted image 20241006232918-ffa5a5b113899c004110eaf0e88d9659.jpg"},508652:(e,i,a)=>{a.d(i,{Z:()=>t});const t=a.p+"assets/images/cache-layers-data-7c16d8303d57769e46d2a5bb277e54a6.jpg"},511151:(e,i,a)=>{a.d(i,{Z:()=>c,a:()=>r});var t=a(667294);const n={},s=t.createContext(n);function r(e){const i=t.useContext(s);return t.useMemo((function(){return"function"==typeof e?e(i):{...i,...e}}),[i,e])}function c(e){let i;return i=e.disableParentContext?"function"==typeof e.components?e.components(n):e.components||n:r(e.components),t.createElement(s.Provider,{value:i},e.children)}}}]); \ No newline at end of file diff --git a/assets/js/cfa2ce09.35332d5d.js b/assets/js/cfa2ce09.35332d5d.js deleted file mode 100644 index 4f7936659f7..00000000000 --- a/assets/js/cfa2ce09.35332d5d.js +++ /dev/null @@ -1 +0,0 @@ -"use strict";(self.webpackChunkdeep_notes=self.webpackChunkdeep_notes||[]).push([[25977],{145745:(e,i,n)=>{n.r(i),n.d(i,{assets:()=>l,contentTitle:()=>o,default:()=>d,frontMatter:()=>a,metadata:()=>s,toc:()=>h});var t=n(785893),r=n(511151);const a={},o="Types of Governments",s={id:"knowledge/others/politics/types-of-governments",title:"Types of Governments",description:"turtles move slow, the government moves slower",source:"@site/docs/knowledge/others/politics/types-of-governments.md",sourceDirName:"knowledge/others/politics",slug:"/knowledge/others/politics/types-of-governments",permalink:"/knowledge/others/politics/types-of-governments",draft:!1,unlisted:!1,editUrl:"https://github.com/deepaksood619/deepaksood619.github.io/tree/master/docs/knowledge/others/politics/types-of-governments.md",tags:[],version:"current",lastUpdatedAt:1725136582,formattedLastUpdatedAt:"Aug 31, 2024",frontMatter:{},sidebar:"tutorialSidebar",previous:{title:"Others",permalink:"/knowledge/others/politics/others"},next:{title:"Physics",permalink:"/knowledge/physics/"}},l={},h=[{value:"Monarchy",id:"monarchy",level:3},{value:"Democracy",id:"democracy",level:3},{value:"Indian Democracy",id:"indian-democracy",level:4},{value:"Links",id:"links",level:4},{value:"Oligarchy",id:"oligarchy",level:3},{value:"Authoritarianism",id:"authoritarianism",level:3},{value:"Totalitarianism",id:"totalitarianism",level:3},{value:"Meritocracy",id:"meritocracy",level:3},{value:"Populism",id:"populism",level:3},{value:"Federalism",id:"federalism",level:3},{value:"Egalitarian",id:"egalitarian",level:3},{value:"Socialism",id:"socialism",level:3},{value:"Capitalism",id:"capitalism",level:3},{value:"Feudalism",id:"feudalism",level:3},{value:"Imperialism",id:"imperialism",level:3},{value:"Sectarianism",id:"sectarianism",level:3},{value:"Secularism",id:"secularism",level:3},{value:"Communism",id:"communism",level:3},{value:"Orwellian",id:"orwellian",level:3},{value:"Gerontocracy",id:"gerontocracy",level:3},{value:"Plutocracy",id:"plutocracy",level:3},{value:"Paedocracy",id:"paedocracy",level:3},{value:"Elite Theory",id:"elite-theory",level:3},{value:"Rhine Captalism",id:"rhine-captalism",level:3},{value:"Permanent Revolution",id:"permanent-revolution",level:2},{value:"Liberalism",id:"liberalism",level:2},{value:"The Political Spectrums - Left wing vs right wing, centrism (Crap)",id:"the-political-spectrums---left-wing-vs-right-wing-centrism-crap",level:2},{value:"Left (Liberal)",id:"left-liberal",level:3},{value:"Right (Conservative)",id:"right-conservative",level:3},{value:"Bipartisan",id:"bipartisan",level:3},{value:"Others",id:"others",level:2},{value:"Links",id:"links-1",level:2}];function c(e){const i={a:"a",h1:"h1",h2:"h2",h3:"h3",h4:"h4",img:"img",li:"li",p:"p",strong:"strong",ul:"ul",...(0,r.a)(),...e.components};return(0,t.jsxs)(t.Fragment,{children:[(0,t.jsx)(i.h1,{id:"types-of-governments",children:"Types of Governments"}),"\n",(0,t.jsx)(i.p,{children:"turtles move slow, the government moves slower"}),"\n",(0,t.jsx)(i.p,{children:"Power is a prized possession of governments. They can let go of at least some of it and enjoy the lightness it creates in both the governed and the governing."}),"\n",(0,t.jsx)(i.h3,{id:"monarchy",children:"Monarchy"}),"\n",(0,t.jsx)(i.h3,{id:"democracy",children:"Democracy"}),"\n",(0,t.jsx)(i.p,{children:(0,t.jsx)(i.a,{href:"https://www.youtube.com/watch?v=YY6LCOJbve8",children:"Is Democracy Doomed? The Global Fight for Our Future | Timothy Snyder | TED - YouTube"})}),"\n",(0,t.jsx)(i.p,{children:"I disapprove of what you say, but will defend to the death your right to say it."}),"\n",(0,t.jsx)(i.p,{children:(0,t.jsx)(i.a,{href:"https://www.youtube.com/watch?v=-QkDwqktaVk",children:"How to Build Democracy \u2014 in an Authoritarian Country | Tessza Udvarhelyi | TED - YouTube"})}),"\n",(0,t.jsx)(i.p,{children:"Democracy is not a noun but a verb, it something you do"}),"\n",(0,t.jsx)(i.p,{children:"A wicked citizen cannot do evil in a republic that is not corrupted"}),"\n",(0,t.jsx)(i.p,{children:"Dictatorship are never as strong and people are never as weak as they think they are -- Gene Sharp"}),"\n",(0,t.jsx)(i.p,{children:"Educate, agitate, organize -- Dr. B.r. 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YouTube"})}),"\n",(0,t.jsx)(i.li,{children:(0,t.jsx)(i.a,{href:"https://www.youtube.com/watch?v=DnzM1cnRZPc&ab_channel=meghnerd",children:"Is Modi a dictator? | Dhruv Rathee vs The World - YouTube"})}),"\n",(0,t.jsx)(i.li,{children:(0,t.jsx)(i.a,{href:"https://www.youtube.com/watch?v=U68aORo533I&ab_channel=RavishKumarOfficial",children:"\u0915\u093f\u0938\u0915\u094b \u091a\u093e\u0939\u093f\u090f \u0921\u093f\u0915\u094d\u091f\u0947\u091f\u0930? \u0915\u0926\u094d\u0926\u0942 \u0938\u092e\u091d \u0930\u0916\u093e \u0939\u0948? | Who wants Dictatorship in India?? - YouTube"})}),"\n"]}),"\n",(0,t.jsx)(i.h4,{id:"links",children:"Links"}),"\n",(0,t.jsxs)(i.ul,{children:["\n",(0,t.jsx)(i.li,{children:(0,t.jsx)(i.a,{href:"https://www.amazon.in/Age-Strongman-Leader-Threatens-Democracy-ebook/dp/B09HJZNQ5R",children:"The Age of The Strongman: How the Cult of the Leader Threatens Democracy around the World eBook : Rachman, Gideon"})}),"\n",(0,t.jsx)(i.li,{children:(0,t.jsx)(i.a,{href:"https://www.amazon.com/How-Dictatorships-Work-Personalization-Collapse/dp/1107115825#:~:text=Importantly%2C%20this%20book%20explains%20how,the%20rest%20of%20the%20world.",children:"How Dictatorships Work: Power, Personalization, and Collapse, Geddes, Barbara, Wright, Joseph, Frantz, Erica"})}),"\n",(0,t.jsx)(i.li,{children:(0,t.jsx)(i.a,{href:"https://www.amazon.in/How-Be-Dictator-Personality-Twentieth/dp/1635573793",children:"How to Be a Dictator: The Cult of Personality in the Twentieth Century : Dik\xf6tter, Frank"})}),"\n",(0,t.jsx)(i.li,{children:(0,t.jsx)(i.a,{href:"https://www.amazon.in/Illegitimate-Authority-Facing-Challenges-Time/dp/0241629942",children:"Illegitimate Authority: Facing the Challenges of Our Time"})}),"\n",(0,t.jsx)(i.li,{children:(0,t.jsx)(i.a,{href:"https://www.amazon.in/Dictatorland-Men-Who-Stole-Africa/dp/1784972134",children:"Dictatorland: The Men Who Stole 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defined as a form of government in which there is a division of powers between two levels of government of equal status."}),"\n",(0,t.jsx)(i.p,{children:(0,t.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Federalism",children:"https://en.wikipedia.org/wiki/Federalism"})}),"\n",(0,t.jsx)(i.h3,{id:"egalitarian",children:"Egalitarian"}),"\n",(0,t.jsx)(i.p,{children:"believing in or based on the principle that all people are equal and deserve equal rights and opportunities."}),"\n",(0,t.jsx)(i.h3,{id:"socialism",children:"Socialism"}),"\n",(0,t.jsx)(i.p,{children:"a political and economic theory of social organization which advocates that the means of production, distribution, and exchange should be owned or regulated by the community as a whole."}),"\n",(0,t.jsx)(i.h3,{id:"capitalism",children:"Capitalism"}),"\n",(0,t.jsx)(i.p,{children:"an economic and political system in which a country's trade and industry are controlled by private owners for profit, rather than by the state."}),"\n",(0,t.jsx)(i.h3,{id:"feudalism",children:"Feudalism"}),"\n",(0,t.jsx)(i.p,{children:"the dominant social system in medieval Europe, in which the nobility held lands from the Crown in exchange for military service, and vassals were in turn tenants of the nobles, while the peasants (villeins or serfs) were obliged to live on their lord's land and give him homage, labour, and a share of the produce, notionally in exchange for military protection."}),"\n",(0,t.jsx)(i.h3,{id:"imperialism",children:"Imperialism"}),"\n",(0,t.jsx)(i.p,{children:"A policy of extending a country's power and influence through colonization, use of military force, or other means."}),"\n",(0,t.jsx)(i.p,{children:"Imperialism is the highest form of capitalism"}),"\n",(0,t.jsx)(i.h3,{id:"sectarianism",children:"Sectarianism"}),"\n",(0,t.jsx)(i.p,{children:"Excessive attachment to a particular sect or party, especially in 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",(0,t.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Communist_society",children:"communist society"}),", namely a ",(0,t.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Socioeconomics",children:"socioeconomic"})," order structured upon the ideas of ",(0,t.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Common_ownership",children:"common ownership"})," of the ",(0,t.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Means_of_production",children:"means of production"})," and the absence of ",(0,t.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Social_class",children:"social classes"}),", ",(0,t.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Money",children:"money"})," and the ",(0,t.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/State_(polity)",children:"state"}),". - ",(0,t.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Communism",children:"https://en.wikipedia.org/wiki/Communism"})]}),"\n",(0,t.jsx)(i.p,{children:(0,t.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Communism",children:"Communism - 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Often, this includes the circumstances depicted in his novels, particularly ',(0,t.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Nineteen_Eighty-Four",children:"Nineteen Eighty-Four"})," but political ",(0,t.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Doublespeak",children:"doublespeak"})," is criticized throughout his work, such as in ",(0,t.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Politics_and_the_English_Language",children:"Politics and the English Language"}),"."]}),"\n",(0,t.jsx)(i.p,{children:(0,t.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Orwellian",children:"https://en.wikipedia.org/wiki/Orwellian"})}),"\n",(0,t.jsx)(i.p,{children:(0,t.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Nineteen_Eighty-Four",children:"https://en.wikipedia.org/wiki/Nineteen_Eighty-Four"})}),"\n",(0,t.jsx)(i.h3,{id:"gerontocracy",children:"Gerontocracy"}),"\n",(0,t.jsx)(i.p,{children:"a state, society, or group governed by old people"}),"\n",(0,t.jsx)(i.h3,{id:"plutocracy",children:"Plutocracy"}),"\n",(0,t.jsx)(i.p,{children:"government by the\xa0wealthy"}),"\n",(0,t.jsx)(i.p,{children:"an elite or ruling class whose power\xa0derives\xa0from their wealth"}),"\n",(0,t.jsx)(i.h3,{id:"paedocracy",children:"Paedocracy"}),"\n",(0,t.jsx)(i.p,{children:"Rule by children"}),"\n",(0,t.jsx)(i.h3,{id:"elite-theory",children:"Elite Theory"}),"\n",(0,t.jsxs)(i.p,{children:["In ",(0,t.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Philosophy",title:"Philosophy",children:"philosophy"}),", ",(0,t.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Political_science",title:"Political science",children:"political science"})," and ",(0,t.jsx)(i.a,{href:"https://en.wikipedia.org/wiki/Sociology",title:"Sociology",children:"sociology"}),", ",(0,t.jsx)(i.strong,{children:"elite theory"})," is a theory of the State that seeks to describe and explain power relationships in contemporary society. 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Build high performance applications using a convenient SQL-like query language or JavaScript extensions."})}),"\n"]}),"\n"]}),"\n",(0,t.jsxs)(a.li,{children:[(0,t.jsx)(a.a,{href:"https://github.com/lambdazen/bitsy/wiki",children:"Bitsy"}),"- A small, fast, embeddable, durable in-memory graph database."]}),"\n",(0,t.jsxs)(a.li,{children:[(0,t.jsx)(a.a,{href:"https://github.com/blazegraph/tinkerpop3",children:"Blazegraph"}),"- RDF graph database with OLTP support."]}),"\n",(0,t.jsxs)(a.li,{children:[(0,t.jsx)(a.a,{href:"https://docs.microsoft.com/en-us/azure/cosmos-db/graph-introduction",children:"CosmosDB"}),"- Microsoft's distributed OLTP graph database."]}),"\n",(0,t.jsxs)(a.li,{children:[(0,t.jsx)(a.a,{href:"https://github.com/MartinHaeusler/chronos/tree/master/org.chronos.chronograph",children:"ChronoGraph"}),"- A versioned graph database."]}),"\n",(0,t.jsxs)(a.li,{children:[(0,t.jsx)(a.a,{href:"https://www.datastax.com/products/datastax-enterprise-graph",children:"DSEGraph"}),"- DataStax graph database with OLTP and OLAP support."]}),"\n",(0,t.jsxs)(a.li,{children:[(0,t.jsx)(a.a,{href:"https://grakn.ai/",children:"GRAKN.AI"}),"- Distributed OLTP/OLAP knowledge graph system."]}),"\n",(0,t.jsxs)(a.li,{children:[(0,t.jsx)(a.a,{href:"https://tinkerpop.apache.org/docs/current/reference/#sparkgraphcomputer",children:"Hadoop (Spark)"}),"- OLAP graph processor using Spark."]}),"\n",(0,t.jsxs)(a.li,{children:[(0,t.jsx)(a.a,{href:"https://github.com/rayokota/hgraphdb",children:"HGraphDB"}),"- OLTP graph database running on Apache HBase."]}),"\n",(0,t.jsxs)(a.li,{children:[(0,t.jsx)(a.a,{href:"https://www.huaweicloud.com/en-us/product/ges.html",children:"Huawei Graph Engine Service"}),"- Fully-managed, distributed, at-scale graph query and analysis service that provides a visualized interactive analytics platform."]}),"\n",(0,t.jsxs)(a.li,{children:[(0,t.jsx)(a.a,{href:"https://console.ng.bluemix.net/catalog/services/ibm-graph/",children:"IBM Graph"}),"- OLTP graph database as a service."]}),"\n",(0,t.jsxs)(a.li,{children:[(0,t.jsx)(a.a,{href:"http://janusgraph.org/",children:"JanusGraph"}),"- Distributed OLTP and OLAP graph database with BerkeleyDB, Apache Cassandra and Apache HBase support."]}),"\n",(0,t.jsxs)(a.li,{children:[(0,t.jsx)(a.a,{href:"https://github.com/awslabs/dynamodb-janusgraph-storage-backend/",children:"JanusGraph (Amazon)"}),"- The Amazon DynamoDB Storage Backend for JanusGraph."]}),"\n"]}),"\n",(0,t.jsx)(a.p,{children:(0,t.jsx)(a.a,{href:"https://medium.com/terminusdb/graph-fundamentals-part-1-rdf-60dcf8d0c459",children:"https://medium.com/terminusdb/graph-fundamentals-part-1-rdf-60dcf8d0c459"})}),"\n",(0,t.jsxs)(a.ul,{children:["\n",(0,t.jsxs)(a.li,{children:[(0,t.jsx)(a.a,{href:"https://tinkerpop.apache.org/docs/current/reference/#neo4j-gremlin",children:"Neo4j"}),"- OLTP graph database (embedded and high availability) (open source, noSQL graph database) - ",(0,t.jsx)(a.a,{href:"https://www.freecodecamp.org/news/learn-neo4j-database-course/",children:"Build Graph Databases with Neo4j"})]}),"\n",(0,t.jsxs)(a.li,{children:[(0,t.jsx)(a.a,{href:"https://github.com/SteelBridgeLabs/neo4j-gremlin-bolt",children:"neo4j-gremlin-bolt"}),"- OLTP graph database (using Bolt Protocol)."]}),"\n",(0,t.jsxs)(a.li,{children:[(0,t.jsx)(a.a,{href:"https://github.com/orientechnologies/orientdb-gremlin",children:"OrientDB"}),"- OLTP graph database"]}),"\n",(0,t.jsxs)(a.li,{children:[(0,t.jsx)(a.a,{href:"https://s2graph.apache.org/",children:"Apache S2Graph"}),"- OLTP graph database running on Apache HBase."]}),"\n",(0,t.jsxs)(a.li,{children:[(0,t.jsx)(a.a,{href:"https://github.com/pietermartin/sqlg",children:"Sqlg"}),"- OLTP implementation on SQL databases."]}),"\n",(0,t.jsxs)(a.li,{children:[(0,t.jsx)(a.a,{href:"https://stardog.com/",children:"Stardog"}),"- RDF graph database with OLTP and OLAP support."]}),"\n",(0,t.jsxs)(a.li,{children:[(0,t.jsx)(a.a,{href:"https://tinkerpop.apache.org/docs/current/reference/#tinkergraph-gremlin",children:"TinkerGraph"}),"- In-memory OLTP and OLAP reference implementation."]}),"\n",(0,t.jsxs)(a.li,{children:[(0,t.jsx)(a.a,{href:"https://thinkaurelius.github.io/titan/",children:"Titan"}),"- Distributed OLTP and OLAP graph database with BerkeleyDB, Apache Cassandra and Apache HBase support."]}),"\n",(0,t.jsxs)(a.li,{children:[(0,t.jsx)(a.a,{href:"https://github.com/awslabs/dynamodb-titan-storage-backend",children:"Titan (Amazon)"}),"- The Amazon DynamoDB storage backend for Titan."]}),"\n",(0,t.jsxs)(a.li,{children:[(0,t.jsx)(a.a,{href:"https://github.com/classmethod/tupl-titan-storage-backend",children:"Titan (Tupl)"}),"- The Tupl storage backend for Titan."]}),"\n",(0,t.jsxs)(a.li,{children:[(0,t.jsx)(a.a,{href:"https://github.com/rmagen/unipop",children:"Unipop"}),"- OLTP Elasticsearch and JDBC backed graph."]}),"\n"]}),"\n",(0,t.jsx)(a.p,{children:(0,t.jsx)(a.a,{href:"http://tinkerpop.apache.org",children:"http://tinkerpop.apache.org"})}),"\n",(0,t.jsx)(a.p,{children:"Examples"}),"\n",(0,t.jsxs)(a.ul,{children:["\n",(0,t.jsx)(a.li,{children:"Filesystems"}),"\n",(0,t.jsx)(a.li,{children:"DNS"}),"\n",(0,t.jsx)(a.li,{children:"LDAP directories"}),"\n"]}),"\n",(0,t.jsx)(a.h2,{id:"network-databases",children:"Network databases"}),"\n",(0,t.jsxs)(a.ul,{children:["\n",(0,t.jsx)(a.li,{children:"IDMS"}),"\n"]}),"\n",(0,t.jsx)(a.h2,{id:"time-series-databases",children:"Time-Series databases"}),"\n",(0,t.jsxs)(a.ul,{children:["\n",(0,t.jsx)(a.li,{children:"TimeScale DB (TSDB)"}),"\n",(0,t.jsx)(a.li,{children:"InfluxDB"}),"\n",(0,t.jsx)(a.li,{children:"OpenTSDB"}),"\n",(0,t.jsx)(a.li,{children:"Prometheus"}),"\n"]}),"\n",(0,t.jsx)(a.h2,{id:"in-memory-databases",children:"In-memory databases"}),"\n",(0,t.jsxs)(a.ul,{children:["\n",(0,t.jsx)(a.li,{children:"Redis"}),"\n",(0,t.jsx)(a.li,{children:"RocksDB"}),"\n",(0,t.jsx)(a.li,{children:"Memcached (a distributed memory object caching system)"}),"\n"]}),"\n",(0,t.jsx)(a.h3,{id:"in-memory-databases-imdb-and-in-memory-data-grids-imdg",children:"In-Memory Databases (IMDB) and In-Memory Data Grids (IMDG)"}),"\n",(0,t.jsxs)(a.p,{children:["One of the crucial differences between In-Memory Data Grids and In-Memory Databases lies in the ability to scale to hundreds and thousands of servers. That is the In-Memory Data Grid's",(0,t.jsx)(a.strong,{children:"inherent capability"})," for such scale due to their MPP (Massively Parallel Processing) architecture, and the In-Memory Database's",(0,t.jsx)(a.strong,{children:"explicit inability"})," to scale due to fact that SQL joins, in general, cannot be efficiently performed in a distribution context."]}),"\n",(0,t.jsx)(a.p,{children:(0,t.jsx)(a.a,{href:"https://www.gridgain.com/resources/blog/in-memory-database-vs-in-memory-data-grid-revisited",children:"https://www.gridgain.com/resources/blog/in-memory-database-vs-in-memory-data-grid-revisited"})}),"\n",(0,t.jsx)(a.h2,{id:"cloud-databases--on-line-databases--managed-services",children:"Cloud databases / on-line databases / Managed services"}),"\n",(0,t.jsxs)(a.ul,{children:["\n",(0,t.jsx)(a.li,{children:"Google Firebase"}),"\n",(0,t.jsx)(a.li,{children:"Facebook Parse"}),"\n",(0,t.jsx)(a.li,{children:"Amazon DynamoDB"}),"\n",(0,t.jsx)(a.li,{children:"Amazon Aurora"}),"\n",(0,t.jsx)(a.li,{children:(0,t.jsx)(a.a,{href:"https://www.datastax.com/",children:"One-stop Generative AI Stack to Build Production-ready Apps | DataStax"})}),"\n",(0,t.jsx)(a.li,{children:(0,t.jsx)(a.a,{href:"https://www.datastax.com/products/datastax-astra",children:"Astra DB | DataStax"})}),"\n"]}),"\n",(0,t.jsx)(a.h2,{id:"object-storage",children:"Object Storage"}),"\n",(0,t.jsxs)(a.p,{children:["Object storage (also known asobject-based storage) is a ",(0,t.jsx)(a.a,{href:"https://en.wikipedia.org/wiki/Computer_data_storage",children:"computer data storage"})," architecture that manages data as objects, as opposed to other storage architectures like ",(0,t.jsx)(a.a,{href:"https://en.wikipedia.org/wiki/File_systems",children:"file systems"})," which manages data as a file hierarchy, and ",(0,t.jsx)(a.a,{href:"https://en.wikipedia.org/wiki/Block_storage",children:"block storage"})," which manages data as blocks within sectors and tracks.Each object typically includes the data itself, a variable amount of ",(0,t.jsx)(a.a,{href:"https://en.wikipedia.org/wiki/Metadata",children:"metadata"}),", and a ",(0,t.jsx)(a.a,{href:"https://en.wikipedia.org/wiki/Globally_unique_identifier",children:"globally unique identifier"}),". Object storage can be implemented at multiple levels, including the device level (object-storage device), the system level, and the interface level. In each case, object storage seeks to enable capabilities not addressed by other storage architectures, like interfaces that can be directly programmable by the application, a namespace that can span multiple instances of physical hardware, and data-management functions like ",(0,t.jsx)(a.a,{href:"https://en.wikipedia.org/wiki/Data_replication",children:"data replication"})," and data distribution at object-level granularity."]}),"\n",(0,t.jsxs)(a.p,{children:["Object storage systems allow retention of massive amounts of ",(0,t.jsx)(a.a,{href:"https://en.wikipedia.org/wiki/Unstructured_data",children:"unstructured data"}),". Object storage is used for purposes such as storing photos on ",(0,t.jsx)(a.a,{href:"https://en.wikipedia.org/wiki/Facebook",children:"Facebook"}),", songs on ",(0,t.jsx)(a.a,{href:"https://en.wikipedia.org/wiki/Spotify",children:"Spotify"}),", or files in online collaboration services, such as ",(0,t.jsx)(a.a,{href:"https://en.wikipedia.org/wiki/Dropbox_(service)",children:"Dropbox"}),".- S3"]}),"\n",(0,t.jsxs)(a.ul,{children:["\n",(0,t.jsx)(a.li,{children:"Azure Blob Storage"}),"\n"]}),"\n",(0,t.jsx)(a.p,{children:(0,t.jsx)(a.a,{href:"https://en.wikipedia.org/wiki/Object_storage",children:"https://en.wikipedia.org/wiki/Object_storage"})}),"\n",(0,t.jsx)(a.h2,{id:"newsql-databases",children:"NewSQL databases"}),"\n",(0,t.jsx)(a.p,{children:"NewSQL databases follow the relational structure and semantics, but are built using more modern, scalable designs. The goal is to offer greater scalability than relational databases and greaterconsistency guaranteesthan NoSQL alternatives. They achieve this by sacrificing certain amounts of availability in the event of a networking partition. The trade offs between consistency and availability is a fundamental problem of distributed databases described by theCAP theorem.- MemSQL"}),"\n",(0,t.jsxs)(a.ul,{children:["\n",(0,t.jsx)(a.li,{children:"VoltDB"}),"\n",(0,t.jsx)(a.li,{children:"Spanner"}),"\n",(0,t.jsx)(a.li,{children:"Calvin"}),"\n",(0,t.jsx)(a.li,{children:"CockroachDB"}),"\n",(0,t.jsx)(a.li,{children:"FaunaDB"}),"\n"]}),"\n",(0,t.jsx)(a.p,{children:(0,t.jsx)(a.a,{href:"https://www.youtube.com/watch?v=2CipVwISumA&t=661s&ab_channel=Fireship",children:"https://www.youtube.com/watch?v=2CipVwISumA&t=661s&ab_channel=Fireship"})}),"\n",(0,t.jsxs)(a.ul,{children:["\n",(0,t.jsx)(a.li,{children:"yugabyteDB"}),"\n"]}),"\n",(0,t.jsx)(a.h2,{id:"multi-model-databases",children:"Multi-model databases"}),"\n",(0,t.jsx)(a.p,{children:"Multi-model databases are databases that combine the functionality of more than one type of database. 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For most use cases, labeled property graphs, usually just called ',(0,t.jsx)(a.a,{href:"https://www.prisma.io/blog/comparison-of-database-models-1iz9u29nwn37#graph-databases-mapping-relationships-by-focusing-on-how-connections-between-data-are-meaningful",children:"graph databases"}),", can express relationships more flexibly and concisely."]}),"\n",(0,t.jsx)(a.h2,{id:"ledger-databases",children:"Ledger Databases"}),"\n",(0,t.jsx)(a.h2,{id:"embedded-databases",children:"Embedded databases"}),"\n",(0,t.jsx)(a.p,{children:(0,t.jsx)(a.a,{href:"https://jsondb.io",children:"https://jsondb.io"})}),"\n",(0,t.jsx)(a.h2,{id:"vector-databases",children:"Vector Databases"}),"\n",(0,t.jsx)(a.p,{children:"A vector database is a specialized DBMS that stores vector embeddings utilizing innovative techniques for storage, indexing, and query processing. They offer data management capabilities, such as CRUD and language bindings to widely used data science languages such as Python, SQL, Java, and Tensorflow. Additionally, they deliver advanced features such as high-speed ingestion, sharding, and replication."}),"\n",(0,t.jsx)(a.p,{children:"Vector databases are designed to handle critical query and algorithmic styles seen in similarity search, anomaly search, observability, fraud detection, and IoT sensor analytics. Such emerging styles are the outcome of digital transformation and the rise of generative AI."}),"\n",(0,t.jsx)(a.p,{children:(0,t.jsx)(a.a,{href:"https://kdb.ai/blog/a-comprehensive-guide-to-vector-databases/",children:"A Comprehensive Guide to Vector Databases - KDB.AI"})}),"\n",(0,t.jsx)(a.p,{children:(0,t.jsx)(a.a,{href:"https://www.youtube.com/watch?v=5hAGhmHNTQQ",children:"A Fun & Absurd Introduction to Vector Databases \u2022 Alexander Chatzizacharias \u2022 GOTO 2024 - YouTube"})}),"\n",(0,t.jsxs)(a.ul,{children:["\n",(0,t.jsx)(a.li,{children:"pinecone"}),"\n",(0,t.jsx)(a.li,{children:(0,t.jsx)(a.a,{href:"https://github.com/lancedb/lancedb",children:(0,t.jsx)(a.strong,{children:"LanceDB"})})}),"\n",(0,t.jsx)(a.li,{children:(0,t.jsx)(a.a,{href:"https://github.com/epsilla-cloud/vectordb",children:(0,t.jsx)(a.strong,{children:"Epsilla"})})}),"\n",(0,t.jsx)(a.li,{children:(0,t.jsx)(a.a,{href:"https://weaviate.io/",children:"Welcome | Weaviate - Vector Database"})}),"\n",(0,t.jsx)(a.li,{children:(0,t.jsx)(a.a,{href:"https://youtu.be/D8YMMOhAeBs?si=ug5uc3LhFPDIlpcF",children:"PostgresML: Leveraging Postgres as a Vector Database for AI"})}),"\n",(0,t.jsx)(a.li,{children:(0,t.jsx)(a.a,{href:"https://youtu.be/sVNrXXM1txo?si=xc1nFrwmRzD2f9CO",children:"Learn Vector Database in 10 Mins - 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Most relational database management systems use the SQL language to access the database."}),"\n",(0,t.jsx)(a.p,{children:"A relational database is a type of database. It uses a structure that allows us to identify and access datain relationto another piece of data in the database. Often, data in a relational database is organized into tables."}),"\n",(0,t.jsx)(a.p,{children:"Columns - Tables can have hundreds, thousands, sometimes even millions of columns of data. Columns are labeled with a descriptive name (say, age) and have a specific data type"}),"\n",(0,t.jsx)(a.p,{children:"Rows/Records - Tables can also have many rows of data. These rows are often called records"}),"\n",(0,t.jsxs)(a.ul,{children:["\n",(0,t.jsx)(a.li,{children:"MySQL Cluster"}),"\n",(0,t.jsx)(a.li,{children:"PostgreSQL"}),"\n",(0,t.jsx)(a.li,{children:"VoltDB"}),"\n",(0,t.jsx)(a.li,{children:"Clustrix"}),"\n",(0,t.jsx)(a.li,{children:"ScaleBase"}),"\n",(0,t.jsx)(a.li,{children:"NimbusDB"}),"\n",(0,t.jsx)(a.li,{children:"Megastore over BigTable"}),"\n",(0,t.jsx)(a.li,{children:"MariaDB"}),"\n",(0,t.jsx)(a.li,{children:"SQLite"}),"\n"]}),"\n",(0,t.jsx)(a.h2,{id:"nosql-databases-scales-better-higher-availability",children:"NoSQL Databases (Scales better, Higher availability)"}),"\n",(0,t.jsxs)(a.ul,{children:["\n",(0,t.jsx)(a.li,{children:"While the traditional SQL can be effectively used to handle large amount of structured data, we need NoSQL (Not Only SQL) to handle unstructured data"}),"\n",(0,t.jsx)(a.li,{children:"NoSQL databases store unstructured data with no particular schema"}),"\n",(0,t.jsx)(a.li,{children:"Each row can have its own set of column values. 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Accordingly, ",(0,t.jsx)(n.strong,{children:"GST is an indirect tax - the clients bear the burden of this amount"}),"."]}),"\n",(0,t.jsx)(n.h4,{id:"income-tax",children:"Income Tax"}),"\n",(0,t.jsxs)(n.p,{children:["Mr. India will be liable to pay income tax on this INR 1 crore at ",(0,t.jsx)(n.a,{href:"https://www.thegalacticadvisors.com/tax-rates-individual",children:"slab rates"}),". This is a tax on your income - a Direct Tax. This goes out of your pocket."]}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.a,{href:"https://www.thegalacticadvisors.com/post/comprehensive-guide-on-tax-for-freelancers",children:"A Comprehensive Guide on Tax for Freelancers"})}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.a,{href:"https://www.bajajfinserv.in/what-is-input-tax-credit-under-gst",children:"Input Tax Credit under GST - Check Conditions To Claim"})}),"\n",(0,t.jsx)(n.h2,{id:"ca",children:"CA"}),"\n",(0,t.jsxs)(n.ol,{children:["\n",(0,t.jsx)(n.li,{children:"Insurance receipt"}),"\n",(0,t.jsx)(n.li,{children:"NGO receipt"}),"\n",(0,t.jsx)(n.li,{children:"Add your name while filling, and not from individual portal"}),"\n",(0,t.jsx)(n.li,{children:"HUF / consultant (for better tax savings)"}),"\n"]}),"\n",(0,t.jsx)(n.p,{children:"F&O - 2.5 lakh profit exemption per financial year"}),"\n",(0,t.jsx)(n.h2,{id:"ltcg--tax-loss-harvesting",children:"LTCG / Tax Loss Harvesting"}),"\n",(0,t.jsx)(n.p,{children:"To prevent gains from building up, experts suggest harvesting. This means booking a portion of your profits and reinvesting the proceeds. So you sell a part of your equity holdings to book long term capital gains, and then buy back the same shares or mutual fund units."}),"\n",(0,t.jsx)(n.p,{children:"Harvest losses too when you still can"}),"\n",(0,t.jsx)(n.p,{children:"This exercise can be replicated even when you are investing via SIPs in mutual funds. If you started the SIP about a year ago, start redeeming units after they complete a year and reinvest the proceeds in the same or different fund. This will reset the buying price and ensure your capital gains do not overshoot the Rs 1 lakh tax free threshold."}),"\n",(0,t.jsx)(n.p,{children:"if you are not able to set off your entire capital loss in the same year, you can carry forward these losses for up to 8 assessment years."}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.a,{href:"https://economictimes.indiatimes.com/wealth/tax/heres-a-trick-to-lower-your-tax-on-capital-gains-from-equity/articleshow/73095582.cms",children:"https://economictimes.indiatimes.com/wealth/tax/heres-a-trick-to-lower-your-tax-on-capital-gains-from-equity/articleshow/73095582.cms"})}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.a,{href:"https://www.youtube.com/watch?v=KJ4kinqOW6c",children:"7 Questions to Ask Before Selling Equity Mutual Funds or Stocks | ETMONEY"})}),"\n",(0,t.jsxs)(n.p,{children:[(0,t.jsx)(n.a,{href:"https://www.youtube.com/watch?v=t_y0kNP-apY",children:"What is Tax Harvesting | What is Tax Loss Harvesting | Tax Harvesting in Mutual Funds"}),"\n",(0,t.jsx)(n.a,{href:"https://www.youtube.com/watch?v=E_CKrnF4CtY",children:"How to Save Capital Gain Tax? Use Tax Loss Harvesting to Save Tax in Stock Market - YouTube"})]}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.a,{href:"https://www.youtube.com/watch?v=E_CKrnF4CtY",children:"How I Saved \u20b92 Lakhs in Taxes with Tax Loss Harvesting? A Must-Know for all Investors - YouTube"})}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.a,{href:"https://www.youtube.com/watch?v=G-DFuEi7NcA",children:"Tax on Equity Mutual Funds in India | Income Taxation on Capital Gains & Dividends"})}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.a,{href:"https://cleartax.in/s/marginal-relief-surcharge",children:"https://cleartax.in/s/marginal-relief-surcharge"})}),"\n",(0,t.jsx)(n.p,{children:"10% surcharge for people earning more than 50 lakh (get marginal relief surcharge)"}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.a,{href:"https://freefincal.com/tax-harvesting-vs-portfolio-rebalancing-what-is-the-difference/",children:"Tax Harvesting vs Portfolio Rebalancing: What is the difference?"})}),"\n",(0,t.jsx)(n.h2,{id:"taxability",children:"Taxability"}),"\n",(0,t.jsx)(n.p,{children:"For taxation purposes, all mutual funds with investments lower than 65% in equity instruments are considered debt funds. Short-term capital gains of less than 36 months are taxed corresponding to the investor's income tax slab."}),"\n",(0,t.jsx)(n.p,{children:"A tax rate of 20% is levied on long-term capital gains above 36 months after indexation. Indexation refers to the adjustment of the price of debt funds after factoring in the inflation between the years when that fund was purchased and the year when you sell them. This adjustment allows for the inflation of purchase price, thereby bringing down the overall quantum of capital gains. Subsequently, your taxable income reduces proportionately."}),"\n",(0,t.jsx)(n.h2,{id:"indexation",children:"Indexation"}),"\n",(0,t.jsx)(n.p,{children:"Indexation is a technique to adjust income payments by means of a price index, in order to maintain the purchasing power of the public after inflation, while de-indexation is the unwinding of indexation."}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.a,{href:"https://cleartax.in/s/cost-inflation-index",children:"Cost Inflation Index For FY 2023-24, Index Table, Meaning, Calculation"})}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.a,{href:"https://cleartax.in/s/indexation-helps-reduce-tax-debt-fund-gains",children:"https://cleartax.in/s/indexation-helps-reduce-tax-debt-fund-gains"})}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.a,{href:"https://groww.in/blog/indexation-in-mutual-funds-meaningbenefits-and-more",children:"https://groww.in/blog/indexation-in-mutual-funds-meaningbenefits-and-more"})}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.a,{href:"https://www.youtube.com/watch?v=KKlsYoSaKAs",children:"https://www.youtube.com/watch?v=KKlsYoSaKAs"})}),"\n",(0,t.jsx)(n.h3,{id:"unrealized-gains--unrealized-loss--paper-profits-or-losses",children:'Unrealized Gains / Unrealized Loss / "paper" profits or losses'}),"\n",(0,t.jsxs)(n.p,{children:["An unrealized gain is a potential profit that exists on paper, resulting from an investment. It is an increase in the value of an ",(0,t.jsx)(n.a,{href:"https://www.investopedia.com/terms/a/asset.asp",children:"asset"})," that has yet to be sold for cash, such as a stock position that has increased in value but still remains open. A gain becomes ",(0,t.jsx)(n.a,{href:"https://www.investopedia.com/terms/r/realizedprofit.asp",children:"realized"})," once the position is sold for a profit."]}),"\n",(0,t.jsx)(n.h3,{id:"key-takeaways",children:"Key Takeaways"}),"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsx)(n.li,{children:"An unrealized gain is a theoretical profit that exists on paper, resulting from an investment that has not yet been sold for cash."}),"\n",(0,t.jsx)(n.li,{children:"Unrealized gains are recorded on the financial statements differently depending on the type of security."}),"\n",(0,t.jsx)(n.li,{children:"Gains do not affect taxes until the investment is sold and a realized gain is recognized."}),"\n"]}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.a,{href:"https://www.investopedia.com/terms/u/unrealizedgain.asp",children:"https://www.investopedia.com/terms/u/unrealizedgain.asp"})}),"\n",(0,t.jsx)(n.h2,{id:"income-tax-1",children:"Income Tax"}),"\n",(0,t.jsxs)(n.table,{children:[(0,t.jsx)(n.thead,{children:(0,t.jsxs)(n.tr,{children:[(0,t.jsx)(n.th,{children:"Income Tax Slabs"}),(0,t.jsx)(n.th,{children:"Tax Rate for Individual & HUF Below the Age Of 60 Years"})]})}),(0,t.jsxs)(n.tbody,{children:[(0,t.jsxs)(n.tr,{children:[(0,t.jsx)(n.td,{children:"Up to \u20b92,50,000*"}),(0,t.jsx)(n.td,{children:"Nil"})]}),(0,t.jsxs)(n.tr,{children:[(0,t.jsx)(n.td,{children:"\u20b92,50,001 to \u20b95,00,000"}),(0,t.jsx)(n.td,{children:"5% of total income exceeding \u20b92,50,000"})]}),(0,t.jsxs)(n.tr,{children:[(0,t.jsx)(n.td,{children:"\u20b95,00,001 to \u20b910,00,000"}),(0,t.jsx)(n.td,{children:"\u20b912,500 + 20% of total income exceeding \u20b95,00,000"})]}),(0,t.jsxs)(n.tr,{children:[(0,t.jsx)(n.td,{children:"Above \u20b910,00,000"}),(0,t.jsx)(n.td,{children:"\u20b91,12,500 + 30% of total income exceeding \u20b910,00,000"})]})]})]}),"\n",(0,t.jsx)(n.p,{children:"An additional 4% Health & education cess will be applicable on the tax amount calculated as above."}),"\n",(0,t.jsx)(n.p,{children:"Surcharge: 10% of income tax, where total income exceeds Rs.50 lakh up to Rs.1 crore."}),"\n",(0,t.jsx)(n.p,{children:"Surcharge: 15% of income tax, where the total income exceeds Rs.1 crore."}),"\n",(0,t.jsx)(n.p,{children:"So ~3cr or 2% of Indians out of 140cr invest."}),"\n",(0,t.jsx)(n.p,{children:"ITR filings for FY 20/21 by income."}),"\n",(0,t.jsx)(n.p,{children:"~4.8cr \u20b95lks"}),"\n",(0,t.jsx)(n.p,{children:"~90lks \u20b95 to \u20b910lks"}),"\n",(0,t.jsx)(n.p,{children:"~43lks \u20b910lks"}),"\n",(0,t.jsx)(n.p,{children:"If people have to invest or spend more, they need to earn at least \u20b92.5lks/yr?"}),"\n",(0,t.jsx)(n.h3,{id:"incomes-exempt-from-paying-tax",children:"Incomes exempt from paying tax"}),"\n",(0,t.jsxs)(n.ol,{children:["\n",(0,t.jsx)(n.li,{children:"Income from Agriculture (Agriculture Income)"}),"\n",(0,t.jsx)(n.li,{children:"Gifts Received from Relatives"}),"\n",(0,t.jsx)(n.li,{children:"Income from Gratuity"}),"\n",(0,t.jsx)(n.li,{children:"Scholarships"}),"\n",(0,t.jsx)(n.li,{children:"Certain Pensions - Pensions received by recipients of gallantry awards like the Mahavir Chakra, Param Vir Chakra, and Vir Chakra are tax-free. Additionally, the pension received by family members of Indian Armed Forces personnel is also exempt from tax."}),"\n"]}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.a,{href:"https://www.zeebiz.com/personal-finance/photo-gallery-income-tax-season-non-taxable-5-types-income-exempt-from-taxation-agriculture-gifts-gratuity-scholarships-pension-300544/certain-pensions-300549",children:"Certain Pensions | Zee Business"})}),"\n",(0,t.jsx)(n.h2,{id:"freelancing--freelancer",children:"Freelancing / Freelancer"}),"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsx)(n.li,{children:"ITR4"}),"\n",(0,t.jsx)(n.li,{children:"If the total tax liability during a financial year exceeds Rs.10,000, the taxpayer is required to pay taxes every quarter. This is called advance tax."}),"\n",(0,t.jsx)(n.li,{children:"If the total revenue from freelancing work is not more than Rs. 20 lakhs, then GST does not apply."}),"\n",(0,t.jsxs)(n.li,{children:["GST returns have to be filed quarterly or monthly based on your turnover and if you have opted for the composition scheme. Composition dealers and those with annual sales below Rs.1.5 crore for the supply of goods can file quarterly returns. ",(0,t.jsx)(n.strong,{children:"For service providers, the limit is Rs.50 lakhs."})]}),"\n"]}),"\n",(0,t.jsx)(n.h3,{id:"44ada---presumptive-tax-scheme-for-professionals",children:"44ADA - Presumptive Tax Scheme for Professionals"}),"\n",(0,t.jsx)(n.p,{children:"The benefit of section 44ADA can be taken only by those specified professionals whose annual gross receipts are under Rs.50 lakh (This limit is Rs.75 lakh, provided 95% of the receipts are through recognised banking channels)."}),"\n",(0,t.jsx)(n.p,{children:"The presumptive scheme of taxation reduces the compliance burden on small professions and facilitates ease of doing business. Under the presumptive scheme of taxation, profits/taxable income is presumed at 50% of the gross receipts."}),"\n",(0,t.jsx)(n.p,{children:"Taxes can be significantly reduced. For 60 lakh under 44ADA tax is only around 7L instead of 12L in normal method."}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.a,{href:"https://cleartax.in/s/section-44ada",children:"Section 44ADA \u2013 Presumptive Tax Scheme for Professionals"})}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.a,{href:"https://groww.in/p/tax/section-44ada-of-income-tax-act",children:"Section 44ADA - Presumptive Tax for Professionals"})}),"\n",(0,t.jsx)(n.h3,{id:"deductions",children:"Deductions"}),"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsx)(n.li,{children:"Rent of the property"}),"\n",(0,t.jsx)(n.li,{children:"Repairs undertaken"}),"\n",(0,t.jsx)(n.li,{children:"Depreciation"}),"\n",(0,t.jsx)(n.li,{children:"Office expenses"}),"\n",(0,t.jsx)(n.li,{children:"Travel Expenses"}),"\n",(0,t.jsx)(n.li,{children:"Meal, entertainment or hospitality expenses"}),"\n",(0,t.jsx)(n.li,{children:"Local taxes and insurance for your own business property"}),"\n",(0,t.jsx)(n.li,{children:"Domain registration and apps purchased"}),"\n",(0,t.jsx)(n.li,{children:"Mobile / Wifi Bills"}),"\n"]}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.a,{href:"https://cleartax.in/s/income-tax-for-freelancers",children:"Freelancers and Taxes - Income Tax for Freelancers"})}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.a,{href:"https://www.thegalacticadvisors.com/post/comprehensive-guide-on-tax-for-freelancers",children:(0,t.jsx)(n.strong,{children:"A Comprehensive Guide on Tax for Freelancers"})})}),"\n",(0,t.jsxs)(n.p,{children:["LUT (Letter of Undertaking) - ",(0,t.jsx)(n.a,{href:"https://www.thegalacticadvisors.com/post/gst-how-to-file-an-lut",children:"GST: How to file an LUT?"})," - let's you export goods or services without payment of GST"]}),"\n",(0,t.jsx)(n.h2,{id:"deductions-1",children:"Deductions"}),"\n",(0,t.jsx)(n.h3,{id:"deduction-us-10---hra",children:"Deduction U/S 10 - HRA"}),"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsxs)(n.li,{children:["\n",(0,t.jsx)(n.p,{children:"House Rent - 8300 * 12 = 99600 (PAN not required)"}),"\n"]}),"\n",(0,t.jsxs)(n.li,{children:["\n",(0,t.jsx)(n.p,{children:"Parents can claim property taxes paid by them and also claim a 30% standard deduction from this rental income."}),"\n"]}),"\n",(0,t.jsxs)(n.li,{children:["\n",(0,t.jsx)(n.p,{children:"If they are more than 60 years old, they will also enjoy a higher minimum income exemption limit (Rs.3 lakh for those who have aged above 60 years old and Rs.5 lakh for those who are aged above 80 years old)."}),"\n"]}),"\n",(0,t.jsxs)(n.li,{children:["\n",(0,t.jsx)(n.p,{children:"Individuals paying rent but not receiving house rent allowance can claim a deduction under Section 80GG. Also, the individual, spouse or children should not own a house property in the place of employment, business or location where the individual ordinarily resides for claiming this deduction."}),"\n"]}),"\n",(0,t.jsxs)(n.li,{children:["\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.a,{href:"https://freefincal.com/tax-benefits-hra-home-loans",children:"https://freefincal.com/tax-benefits-hra-home-loans"})}),"\n"]}),"\n",(0,t.jsxs)(n.li,{children:["\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.a,{href:"https://cleartax.in/s/can-i-pay-rent-to-my-parents-to-save-tax",children:"Can I pay rent to my parents to save tax?"})}),"\n"]}),"\n",(0,t.jsxs)(n.li,{children:["\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.a,{href:"https://cleartax.in/s/hra-house-rent-allowance",children:"House Rent Allowance (HRA) - What is House Rent Allowance, HRA Exemption And Tax Deduction"})}),"\n"]}),"\n"]}),"\n",(0,t.jsx)(n.h4,{id:"hra-calculator",children:"HRA Calculator"}),"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsx)(n.li,{children:(0,t.jsx)(n.a,{href:"https://calculators.onepercentclub.io/hra-calculator",children:"Online House Rent Allowance (HRA) Calculator | The 1% Club"})}),"\n",(0,t.jsx)(n.li,{children:(0,t.jsx)(n.a,{href:"https://cleartax.in/paytax/HraCalculator",children:"HRA Calculator - Online Calculate your House Rent Allowance"})}),"\n"]}),"\n",(0,t.jsx)(n.h4,{id:"tds-on-rent",children:"TDS on rent"}),"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsxs)(n.li,{children:["\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.a,{href:"https://eportal.incometax.gov.in/iec/foservices/#/login",children:"https://eportal.incometax.gov.in/iec/foservices/#/login"})}),"\n"]}),"\n",(0,t.jsxs)(n.li,{children:["\n",(0,t.jsx)(n.p,{children:"e-file > e-pay tax (Pay quarterly)"}),"\n"]}),"\n",(0,t.jsxs)(n.li,{children:["\n",(0,t.jsx)(n.p,{children:"New Payment"}),"\n"]}),"\n",(0,t.jsxs)(n.li,{children:["\n",(0,t.jsx)(n.p,{children:"26 QC (TDS on Rent of Property)"}),"\n"]}),"\n",(0,t.jsxs)(n.li,{children:["\n",(0,t.jsx)(n.p,{children:"Form"}),"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsx)(n.li,{children:"Residential Status of the Landlord - Resident"}),"\n",(0,t.jsx)(n.li,{children:"Whether more than one Tenant* - No"}),"\n",(0,t.jsx)(n.li,{children:"PAN of landlord -"}),"\n",(0,t.jsx)(n.li,{children:"Flat door building -"}),"\n",(0,t.jsx)(n.li,{children:"Type of property - Both"}),"\n",(0,t.jsx)(n.li,{children:"Address details - Same"}),"\n",(0,t.jsx)(n.li,{children:"Period of Tenancy - 11"}),"\n",(0,t.jsx)(n.li,{children:"Total value of rent paid - 90000"}),"\n",(0,t.jsx)(n.li,{children:"Value of rent paid last month - 81000"}),"\n",(0,t.jsx)(n.li,{children:"Amount paid credited - 81000"}),"\n",(0,t.jsx)(n.li,{children:"Rate at which rent deducted - 10"}),"\n",(0,t.jsx)(n.li,{children:"Amount of tax deducted at source - 9000"}),"\n"]}),"\n"]}),"\n",(0,t.jsxs)(n.li,{children:["\n",(0,t.jsx)(n.p,{children:"Netbanking - HDFC Bank"}),"\n"]}),"\n",(0,t.jsxs)(n.li,{children:["\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.a,{href:"https://news.cleartax.in/what-is-the-tds-provision-for-rent-paid-by-individuals-above-rs-50000/6672/",children:"What is the TDS provision for rent paid by individuals above Rs 50,000?"})}),"\n"]}),"\n",(0,t.jsxs)(n.li,{children:["\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.a,{href:"https://economictimes.indiatimes.com/wealth/tax/paying-house-rent-of-rs-50000-or-more-per-month-penalty-you-will-pay-for-not-deducting-tds/articleshow/104176779.cms?from=mdr",children:"tds penalty: Paying house rent of more than Rs 50000 per month? Penalty you will pay for not deducting TDS - The Economic Times"})}),"\n"]}),"\n",(0,t.jsxs)(n.li,{children:["\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.a,{href:"https://www.canarahsbclife.com/blog/tax-saving/how-to-calculate-tds-on-rent",children:"TDS on Rent: Section 194I Explained and Calculation Guidelines"})}),"\n"]}),"\n",(0,t.jsxs)(n.li,{children:["\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.a,{href:"https://taxguru.in/income-tax/tds-payment-rent-rs-50000-month-individuals-hufs.html",children:"TDS on Rent payment of More Than Rs. 50000 P.M. By Individuals/ HUFs"})}),"\n"]}),"\n",(0,t.jsxs)(n.li,{children:["\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.a,{href:"https://cleartax.in/s/know-form-16c-challan-26qc-deducting-tds-rent",children:"Form 16C: TDS Certificate On Rent And Challan 26QC"})}),"\n"]}),"\n"]}),"\n",(0,t.jsx)(n.h4,{id:"why-11-months",children:"Why 11 Months?"}),"\n",(0,t.jsx)(n.p,{children:"By keeping the lease duration to 11 months, landlords can ensure that the regulations of the Rent Control Act do not apply to their agreement. This allows for greater flexibility in dictating the terms of the lease, including the rent and the tenure of the lease."}),"\n",(0,t.jsx)(n.p,{children:"Most rental agreements in India are 11 months long because\xa0it allows landlords to avoid the Rent Control Act's regulations, which can restrict the terms of the lease.\xa0This gives landlords more flexibility to specify the lease's terms, including the rent and the length of the lease.\xa0The agreements are typically renewed every 11 months, which gives both parties the opportunity to revise the terms as per their convenience."}),"\n",(0,t.jsx)(n.p,{children:"An 11-month lease agreement also allows the landlord to set the rent based on the current market scenario.\xa0The parties involved don't need to pay any stamp duty and registration charges for an 11-month rent agreement.\xa0They can also easily renew such agreements using stamp duty paper of Rs.\xa0100 when deciding to extend the rental contract."}),"\n",(0,t.jsx)(n.p,{children:"However, the agreement doesn't have to be for 11 months.\xa0Renewable/extendable agreements of three to five years can also be made as per the assent of the parties."}),"\n",(0,t.jsx)(n.p,{children:"Alternatively, the landlord and the tenant may mutually agree to not get the agreement registered, which can help them avoid paying the stamp duty and registration fee."}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.a,{href:"https://www.linkedin.com/pulse/why-most-lease-agreements-11-months-india-realtysmartz/",children:"Why Most Lease Agreements are for 11 Months in India?"})}),"\n",(0,t.jsx)(n.h3,{id:"others",children:"Others"}),"\n",(0,t.jsx)(n.p,{children:"Sec 80D - Medical Insurance Premium (If the policy covers a senior citizen then exemption is Rs.50,000/-) for self and family- Existing or new policy bought between April 2019 till March 2020."}),"\n",(0,t.jsx)(n.p,{children:"Medical Insurance 80D for Parents (Here you can claim the amount upto maximum of Rs 25,000 per annum for the premiums paid for your parents. If your parents are senior citizens, the amount is increased to Rs 30,000 per annum. You can also claim preventive health check-up amount of Rs 5,000 for your parents too.)"}),"\n",(0,t.jsx)(n.p,{children:"Sec 80DD - Handicapped Dependent (Medical Treatment on handicapped dependent, Copies of medical bills and duly completed Form 10-IA have to be submitted.)"}),"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsx)(n.li,{children:"Rs 75,000 (Starting from the financial year 2015-16) where disability is more than 40% and less than 80%."}),"\n",(0,t.jsx)(n.li,{children:"Rs 1,25,000 (Starting fromthe financialyear 2015-16) where disability is more than 80%."}),"\n",(0,t.jsx)(n.li,{children:"These deductions are allowed irrespective of your actual expenditure."}),"\n"]}),"\n",(0,t.jsx)(n.p,{children:"Sec 80E - Repayment of Loan for higher education (only Interest)"}),"\n",(0,t.jsx)(n.p,{children:"Sec 80GG - Rent Paid"}),"\n",(0,t.jsx)(n.p,{children:"Sec 80U - Handicapped"}),"\n",(0,t.jsx)(n.h3,{id:"sec-80tta--80ttb---interest-on-saving-ac-upto-10000",children:"Sec 80TTA / 80TTB - Interest on saving a/c (upto 10000)"}),"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsx)(n.li,{children:"Exemption upto 10,000 for interest earned in savings bank account (less than 60 years) - does not include fixed deposit / RD"}),"\n",(0,t.jsx)(n.li,{children:"Exemption upto 50,000 for interest earned for term deposits / RD for age greater than 60 years"}),"\n"]}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.a,{href:"https://cleartax.in/s/claiming-deduction-on-interest-under-section-80tta",children:(0,t.jsx)(n.strong,{children:"https://cleartax.in/s/claiming-deduction-on-interest-under-section-80tta"})})}),"\n",(0,t.jsx)(n.h3,{id:"80ddb---dependent-critical-illness-upto-100000",children:"80DDB - Dependent Critical Illness (upto 1,00,000)"}),"\n",(0,t.jsx)(n.h3,{id:"deduction-us-80c-max-150000",children:"DEDUCTION U/S 80C (Max 150000)"}),"\n",(0,t.jsx)(n.p,{children:"Contribution to Pension Fund (Jeevan Suraksha)"}),"\n",(0,t.jsx)(n.p,{children:"Life Insurance Premium on life of self/spouse/child only"}),"\n",(0,t.jsx)(n.p,{children:"Deferred Annuity"}),"\n",(0,t.jsx)(n.h3,{id:"public-provident-fund-in-own-namespousechild-only",children:"Public Provident Fund in own name/spouse/child only"}),"\n",(0,t.jsx)(n.p,{children:"ULIP of UTI/LIC in own name or spouse and child only"}),"\n",(0,t.jsx)(n.p,{children:"Repayment of Housing Loan (Only principal)"}),"\n",(0,t.jsx)(n.p,{children:"Contribution to Pension Fund or UTI or Notified Mutual Fund"}),"\n",(0,t.jsx)(n.p,{children:"Investment in ELSS made in units of Notified Mutual Fund"}),"\n",(0,t.jsx)(n.p,{children:"Children Tuition Fee: Restricted to a max of 2 Children"}),"\n",(0,t.jsx)(n.p,{children:"Deposit in home loan account scheme of NHB/HDFC"}),"\n",(0,t.jsx)(n.p,{children:"5 yrs. Term deposit in a Sch.Bank"}),"\n",(0,t.jsx)(n.p,{children:"Others (please specify)"}),"\n",(0,t.jsx)(n.p,{children:"Others (please specify)"}),"\n",(0,t.jsx)(n.p,{children:"DEDUCTION U/S 80CCCAnnuity/Pension Plan"}),"\n",(0,t.jsx)(n.p,{children:"DEDUCTION U/S 80CCDNotified Pension Scheme (NPS) (Max 50000)"}),"\n",(0,t.jsx)(n.p,{children:"Asset Classes (Equity, Corporate debt, Government Bonds and AlternativeInvestmentFunds)"}),"\n",(0,t.jsx)(n.h3,{id:"deduction-us-24",children:"DEDUCTION U/S 24"}),"\n",(0,t.jsx)(n.p,{children:"Interest on Housing Loan on fully constructed accomodation only (Limit - 200,000)"}),"\n",(0,t.jsx)(n.p,{children:"Interest if the loan is taken before 01/04/99 on fully constructed accomodation only (Limit - 30,000)"}),"\n",(0,t.jsx)(n.h3,{id:"105-lta",children:"10(5) LTA"}),"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsx)(n.li,{children:"13739"}),"\n"]}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.a,{href:"https://economictimes.indiatimes.com/wealth/tax/how-to-claim-lta-from-your-employer/articleshow/66246473.cms?from=mdr",children:"https://economictimes.indiatimes.com/wealth/tax/how-to-claim-lta-from-your-employer/articleshow/66246473.cms?from=mdr"})}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.a,{href:"https://news.onepercentclub.io/taxation/leave-travel-allowance-lta-rules-eligibility-how-to-claim-calculate-latest-updates/3048/",children:"Leave Travel Allowance (LTA) Rules 2024: How to claim, calculate - The 1% News"})}),"\n",(0,t.jsx)(n.p,{children:'Loss from business and profession cannot be set off against income chargeable to tax under the head "Salaries". 8) Loss under the head "house property" shall be allowed to be set-off against any other head of income only to the extent of Rs. 2,00,000 for any assessment year.'}),"\n",(0,t.jsx)(n.h2,{id:"tax",children:"Tax"}),"\n",(0,t.jsxs)(n.ol,{children:["\n",(0,t.jsx)(n.li,{children:"Max - 1.5 lakh"}),"\n"]}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.img,{alt:"image",src:i(393872).Z+"",width:"282",height:"990"})}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.img,{alt:"image",src:i(990362).Z+"",width:"502",height:"1746"})}),"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsx)(n.li,{children:"PF - tax free upto 1 lakh"}),"\n"]}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.img,{alt:"image",src:i(902285).Z+"",width:"1056",height:"234"})}),"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsx)(n.li,{children:"Rent"}),"\n"]}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.img,{alt:"image",src:i(19249).Z+"",width:"1062",height:"450"})}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.a,{href:"https://scripbox.com/tax/tax-saving-options/",children:"17 Best Income Tax Saving Schemes & Plans in 2023"})}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.a,{href:"https://www.etmoney.com/blog/beyond-section-80c-10-ways-to-save-taxes",children:"https://www.etmoney.com/blog/beyond-section-80c-10-ways-to-save-taxes"})}),"\n",(0,t.jsx)(n.h2,{id:"itr",children:"ITR"}),"\n",(0,t.jsxs)(n.ol,{children:["\n",(0,t.jsx)(n.li,{children:"If you have an income from just salary, one house property and bank deposits (Savings, FD, RD, Flexi RD), it is ITR1 (total income up to 50 L)."}),"\n",(0,t.jsx)(n.li,{children:"If you have income specified in a) and income from selling Real Estate, Stocks, Mutual fund units, derivatives, gold etc, or you have withdrawn EPF/PPF, it is ITR2 (individual or HUF with no business income)"}),"\n",(0,t.jsx)(n.li,{children:"If in addition to the above, you (or HUF) have income from a business or proprietorship, ITR3"}),"\n",(0,t.jsx)(n.li,{children:"For people having a presumptive business it is ITR4 (no capital gains allowed). This form is for Individuals, HUFs and Firms having income up to Rs 50 lakh and having business income from Business or profession which is computed under the presumptive taxation schemes (sections 44AD, 44ADA or 44AE). Income from Salary, one house property and bank deposits can also be filled in ITR 4."}),"\n"]}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.a,{href:"https://freefincal.com/which-itr-form-should-i-use",children:"https://freefincal.com/which-itr-form-should-i-use"})}),"\n",(0,t.jsx)(n.h2,{id:"stocks-tax",children:"Stocks Tax"}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.a,{href:"https://www.youtube.com/watch?v=nfX-esge_3o",children:"https://www.youtube.com/watch?v=nfX-esge_3o"})}),"\n",(0,t.jsx)(n.h2,{id:"foreign-stocks",children:"Foreign Stocks"}),"\n",(0,t.jsx)(n.h3,{id:"itr-form-to-disclose-foreign-investments",children:"ITR Form to disclose foreign investments"}),"\n",(0,t.jsx)(n.p,{children:"You should choose the right ITR form to report these details in order to avoid any Income Tax notice. If a taxpayer has foreign investments, he or she will have to disclose the same in the Schedule of Foreign Assets (FA) using the Form ITR-2 or ITR-3."}),"\n",(0,t.jsx)(n.h3,{id:"who-should-declare-foreign-assets",children:"Who should declare foreign assets?"}),"\n",(0,t.jsx)(n.p,{children:"Taxpayers need to mandatorily declare all their foreign assets in the ITR, and that also includes investments in US stocks or assets in any other countries. If an individual has taxable income that is below the basic exemption limit of Rs 3 lakh but has stocks in foreign countries, he or she will still need to file the ITR to disclose the stock holdings."}),"\n",(0,t.jsx)(n.p,{children:"Foreign stocks have to be declared in the ITR every year until the taxpayer has their name on it. In case of failure to declare the foreign stocks or any foreign asset like real estate, bank deposits, accounts, or insurance policies, the taxpayer will be liable to inspection by the tax department under the Black Money and Imposition of Tax Act, 2015. Besides the scrutiny, they can be penalised with up to Rs 10 lakh fine."}),"\n",(0,t.jsx)(n.h3,{id:"taxation-for-foreign-investments-and-stocks",children:"Taxation for foreign investments and stocks"}),"\n",(0,t.jsx)(n.p,{children:"In India, when a foreign stock is sold after a term of two years, the profit earned from it is treated as long-term capital gains (LTCG) and is taxed at 20 percent (surcharge extra), with indexation benefit. While short-term capital gains (STCG) are taxed at the income slab rates. There is no tax liability on capital gains for the foreign-born."}),"\n",(0,t.jsx)(n.p,{children:"Also, the dividend income earned on foreign investments is taxed at the pre-defined tax slab rates in India. In the US, when the dividend is paid, the government withholds a flat 25 percent as tax. India has a Double Taxation Avoidance Agreement (DTAA) with the US, due to which one can claim the tax paid in the US to avoid the tax liability in India while filing the ITR."}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.a,{href:"https://www.zeebiz.com/personal-finance/income-tax/news-income-tax-return-filings-how-to-file-foreign-assets-and-stocks-in-itr-filing-foreign-stock-investment-tax-declaration-capital-gains-tax-stst-242083",children:"Income Tax Return Filing: Invested in foreign assets and stocks? Follow these steps to declare holding in ITR | Zee Business"})}),"\n",(0,t.jsx)(n.h4,{id:"dividend-for-msft-stocks",children:"Dividend for msft stocks"}),"\n",(0,t.jsx)(n.p,{children:"Basically the only issue will come with dividends (this is missed in 26AS and needs to be declared to avoid discrepancy), and while declaring we give a tax for ~31.2% in the portal afaik. However the US laws state that 25% to be deducted for indians earning dividends in US firms. So form 67 needs to be filled in for taking back the extra 25% we paid for the dividends."}),"\n",(0,t.jsx)(n.h2,{id:"inward-remittances",children:"Inward remittances"}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.strong,{children:"Purpose Code"})}),"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsx)(n.li,{children:"P1006 - Business and management consultancy and public relations services taxation"}),"\n",(0,t.jsxs)(n.li,{children:[(0,t.jsx)(n.strong,{children:"P0802"})," - Software consultancy implementation other than those covered in SOFTEX form"]}),"\n"]}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.a,{href:"https://support.upwork.com/hc/en-us/articles/11494386652179-Foreign-Inward-Remittance-Certificate-for-India-FIRC-",children:"Foreign Inward Remittance Certificate for India (FIRC) - Upwork Customer Service & Support | Upwork Help"})}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.a,{href:"https://taxguru.in/income-tax/foreign-remittances-fees-technical-services-tds-requirement.html",children:"Foreign Remittances | Fees for Technical Services | TDS Requirement"})}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.a,{href:"https://taxguru.in/income-tax/dtaas-special-reference-dtaa-india-singapore.html",children:"DTAAs with special reference to DTAA between India and Singapore"})}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.a,{href:"https://www.guidemesingapore.com/business-guides/taxation-and-accounting/double-tax-treaties/singapore-india-double-tax-treaty-guide",children:"Singapore & India Double Tax Agreement DTA | GuideMeSingapore - by Hawksford"})}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.a,{href:"https://wise.com/au/blog/telegraphic-transfer-buying-rates",children:"What Are Telegraphic Transfer (TT) Buying/Selling Rates? - Wise"})}),"\n",(0,t.jsx)(n.h2,{id:"nri-taxes",children:"NRI Taxes"}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.a,{href:"https://cleartax.in/s/income-tax-for-nri",children:"Income Tax for NRI"})}),"\n",(0,t.jsxs)(n.p,{children:["An NRE account is ",(0,t.jsx)(n.strong,{children:"a bank account opened in India in the name of an NRI, to park his foreign earnings"}),"; whereas, an NRO account is a bank account opened in India in the name of an NRI, to manage the income earned by him in India. These incomes include rent, dividend, pension, interest, etc."]}),"\n",(0,t.jsx)(n.p,{children:"Interest earned on an NRE account and FCNR account is tax-free. Interest on NRO accounts is taxable in the hands of an NRI."}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.a,{href:"https://www.livemint.com/money/personal-finance/how-to-file-itr-as-an-oci-on-indian-income-11674492598587.html",children:"How to file ITR as an OCI on Indian income? | Mint"})}),"\n",(0,t.jsxs)(n.p,{children:["Overseas Citizen of India (OCI) card - ",(0,t.jsx)(n.a,{href:"https://www.bankbazaar.com/passport/how-to-register-oci-card.html",children:"How to Register for OCI card - Check the Fees & Status"})]}),"\n",(0,t.jsx)(n.h2,{id:"terms",children:"Terms"}),"\n",(0,t.jsx)(n.h3,{id:"marginal-tax-rate",children:"Marginal Tax Rate"}),"\n",(0,t.jsx)(n.p,{children:"What Is the Marginal Tax Rate? The marginal tax rate is the amount of additional tax paid for every additional dollar earned as income. The average tax rate is the total tax paid divided by total income earned. A 10 percent marginal tax rate means that 10 cents of every next dollar earned would be taken as tax."}),"\n",(0,t.jsx)(n.h3,{id:"offshore-bank-account",children:"Offshore Bank Account"}),"\n",(0,t.jsx)(n.p,{children:"An offshore account is one that is opened by a citizen outside her home country. This does not apply only to Indian citizens. A citizen of the US, opening a bank account in Canada has also opened an offshore bank account."}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.a,{href:"https://www.winvesta.in/blog/offshore-bank-account/",children:"Offshore Bank Account: Everything You Need to Know"})}),"\n",(0,t.jsx)(n.h2,{id:"real-estate-taxation",children:"Real estate taxation"}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.a,{href:"https://www.youtube.com/watch?v=sYtnOVgdH_I",children:"Tax on Stocks, Mutual Funds, Gold and Real Estate | STCG and LTCG | ETMONEY"})}),"\n",(0,t.jsx)(n.h2,{id:"taxes-on-house-section-54f",children:"Taxes on house (Section 54F)"}),"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsx)(n.li,{children:"In respect of capital gains arising on sale any asset other than a residential house, an individual or an HUF can claim exemption from long term capital gains if the net sale consideration in respect of such asset is invested for acquiring a residential house within a period of two years after sale of such asset."}),"\n",(0,t.jsx)(n.li,{children:"Under Section 54F you should not own more than one residential house property on the date of sale of the asset except the one in respect of which you are claiming the exemption"}),"\n",(0,t.jsx)(n.li,{children:"Purchase of the plot by you in your wife\u2019s name will be treated as gift to your wife. As per the provisions of Section 64 of Income Tax Act, all the income arising on property gifted to your spouse is required to be added in your hands."}),"\n",(0,t.jsx)(n.li,{children:"Any gift given to a spouse is exempt from tax. However, if the spouse has no income and the gift is an income generating asset, the income from that asset may be clubbed with the income of the spouse who gifted the asset under clubbing provisions. If both\xa0husband\xa0and\xa0wife\xa0wish to claim tax benefit for their joint investments, they may have to enter into a simple agreement bifurcating proportionate ownership for housing loan repayment to reflect in their respective tax returns."}),"\n"]}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.a,{href:"https://www.livemint.com/money/personal-finance/how-buying-a-new-home-can-save-you-capital-gains-tax-on-shares-mf/amp-11696266337863.html",children:"How buying a new home can save you capital gains tax on shares, mutual funds | Mint"})}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.a,{href:"/economics/finance-investing/stocks-equity",children:"Taxes on ETF / Equity Mutual Funds"})}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.a,{href:"https://www.livemint.com/money/personal-finance/i-plan-to-buy-house-by-selling-shares-can-some-income-tax-exemption-be-claimed-11648266159497.html",children:"I plan to buy house by selling shares. Can some income tax exemption be claimed? | Mint"})}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.a,{href:"https://www.livemint.com/money/personal-finance/bought-plot-in-wife-s-name-who-is-a-homemaker-on-sale-how-income-tax-is-calculated-11666516847336.html",children:"Bought plot in wife's name who is a homemaker. On sale, how income tax is calculated | Mint"})}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.a,{href:"https://cleartax.in/s/section-54ec-bonds",children:"Section 54EC- Deduction on LTCG Through Capital Gain Bonds"})}),"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsx)(n.li,{children:"Till 50 lakh of LTCG, buy NHAI bonds, get 5% interest rate with 5 year lock in and only pay taxes on interest earned on NHAI bonds and principle which was going to be taxed becomes tax free."}),"\n"]}),"\n",(0,t.jsx)(n.h3,{id:"points",children:"Points"}),"\n",(0,t.jsxs)(n.ol,{children:["\n",(0,t.jsx)(n.li,{children:"Only certain investment avenues qualify for tax perks-long-term capital assets like listed & unlisted stocks, foreign shares, equity funds, and physical gold, except for house property."}),"\n",(0,t.jsx)(n.li,{children:"It's not just the winnings, it's the whole corpus. Imagine you tossed #50 lakh into stocks, and after 5 years, you're up \u20ac40 lakh. Now, here's the kicker: to snag that dream house, you have to spend the whole 90 lakh (your original investment plus the profit)."}),"\n",(0,t.jsx)(n.li,{children:"Purchase should be made within 1 year before or 2 years after the date of transfer of the original asset. If you're building it from scratch, make sure those walls go up within 3 years. Wanna dodge taxes? You can, if you bought a residential property one year before the sale of the asset."}),"\n",(0,t.jsx)(n.li,{children:"No doubling up properties. When you cash out those assets, make sure you're not already lounging in more than one house"}),"\n",(0,t.jsx)(n.li,{children:"That cash is earmarked for one thing and one thing only: a house. Land and commercial properties do not apply."}),"\n",(0,t.jsxs)(n.li,{children:["Once you've bagged that dream house, ",(0,t.jsx)(n.strong,{children:"you have to stay put for at least 3 years"}),". No sneaking off early! If you bail before the clock runs out, be ready to cough up tax, penalty, and interest on the long-term capital gains from the sale date."]}),"\n",(0,t.jsx)(n.li,{children:"A lot of people jumped on this tax-saving bandwagon, so the government had to lay down some restrictions. Here's the deal: Deduction from capital gains on investment in residential house under sections 54 and 54F are capped at Rs. 10 crore."}),"\n"]}),"\n",(0,t.jsx)(n.h2,{id:"property-taxes",children:"Property Taxes"}),"\n",(0,t.jsx)(n.p,{children:"Property tax is calculated by the municipal authorities in proportion tothe assessed value of the property.There are mainly three ways of calculating property tax:"}),"\n",(0,t.jsx)(n.h3,{id:"capital-value-system-cvs",children:"Capital Value System (CVS)"}),"\n",(0,t.jsx)(n.p,{children:"The tax is levied as a percentage of the market value of the property. This market value is determined by the government and is based on the locality of the property. The market value is revised and published yearly. Mumbai follows this system."}),"\n",(0,t.jsx)(n.h3,{id:"annual-rental-value-system-or-rateable-value-system-rvs",children:"Annual Rental Value System or Rateable Value System (RVS)"}),"\n",(0,t.jsx)(n.p,{children:"Under this system, the tax is calculated on the yearly rental value of the property. This is not necessarily the actual rent amount being collected; rather it is the rental value decided by the municipal authority based on the size, location, condition of the premises, proximity to landmarks, amenities etc. Examples of municipalities following this system of property tax include Hyderabad and Chennai."}),"\n",(0,t.jsx)(n.h3,{id:"unit-area-value-system-uas",children:"Unit Area Value System (UAS)"}),"\n",(0,t.jsx)(n.p,{children:"In this system, the tax is levied on the per unit price of the built-up area of the property. This price is fixed (per square foot per month) based on the expected returns of the property as per its location, land price, and usage, and is then multiplied with its built-up area. 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Use Tax Loss Harvesting to Save Tax in Stock Market - YouTube"})]}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.a,{href:"https://www.youtube.com/watch?v=E_CKrnF4CtY",children:"How I Saved \u20b92 Lakhs in Taxes with Tax Loss Harvesting? A Must-Know for all Investors - YouTube"})}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.a,{href:"https://www.youtube.com/watch?v=G-DFuEi7NcA",children:"Tax on Equity Mutual Funds in India | Income Taxation on Capital Gains & Dividends"})}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.a,{href:"https://cleartax.in/s/marginal-relief-surcharge",children:"https://cleartax.in/s/marginal-relief-surcharge"})}),"\n",(0,t.jsx)(n.p,{children:"10% surcharge for people earning more than 50 lakh (get marginal relief surcharge)"}),"\n",(0,t.jsx)(n.h2,{id:"taxability",children:"Taxability"}),"\n",(0,t.jsx)(n.p,{children:"For taxation purposes, all mutual funds with investments lower than 65% in equity instruments are considered debt funds. Short-term capital gains of less than 36 months are taxed corresponding to the investor's income tax slab."}),"\n",(0,t.jsx)(n.p,{children:"A tax rate of 20% is levied on long-term capital gains above 36 months after indexation. Indexation refers to the adjustment of the price of debt funds after factoring in the inflation between the years when that fund was purchased and the year when you sell them. This adjustment allows for the inflation of purchase price, thereby bringing down the overall quantum of capital gains. Subsequently, your taxable income reduces proportionately."}),"\n",(0,t.jsx)(n.h2,{id:"indexation",children:"Indexation"}),"\n",(0,t.jsx)(n.p,{children:"Indexation is a technique to adjust income payments by means of a price index, in order to maintain the purchasing power of the public after inflation, while de-indexation is the unwinding of indexation."}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.a,{href:"https://cleartax.in/s/cost-inflation-index",children:"Cost Inflation Index For FY 2023-24, Index Table, Meaning, Calculation"})}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.a,{href:"https://cleartax.in/s/indexation-helps-reduce-tax-debt-fund-gains",children:"https://cleartax.in/s/indexation-helps-reduce-tax-debt-fund-gains"})}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.a,{href:"https://groww.in/blog/indexation-in-mutual-funds-meaningbenefits-and-more",children:"https://groww.in/blog/indexation-in-mutual-funds-meaningbenefits-and-more"})}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.a,{href:"https://www.youtube.com/watch?v=KKlsYoSaKAs",children:"https://www.youtube.com/watch?v=KKlsYoSaKAs"})}),"\n",(0,t.jsx)(n.h3,{id:"unrealized-gains--unrealized-loss--paper-profits-or-losses",children:'Unrealized Gains / Unrealized Loss / "paper" profits or losses'}),"\n",(0,t.jsxs)(n.p,{children:["An unrealized gain is a potential profit that exists on paper, resulting from an investment. It is an increase in the value of an ",(0,t.jsx)(n.a,{href:"https://www.investopedia.com/terms/a/asset.asp",children:"asset"})," that has yet to be sold for cash, such as a stock position that has increased in value but still remains open. A gain becomes ",(0,t.jsx)(n.a,{href:"https://www.investopedia.com/terms/r/realizedprofit.asp",children:"realized"})," once the position is sold for a profit."]}),"\n",(0,t.jsx)(n.h3,{id:"key-takeaways",children:"Key Takeaways"}),"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsx)(n.li,{children:"An unrealized gain is a theoretical profit that exists on paper, resulting from an investment that has not yet been sold for cash."}),"\n",(0,t.jsx)(n.li,{children:"Unrealized gains are recorded on the financial statements differently depending on the type of security."}),"\n",(0,t.jsx)(n.li,{children:"Gains do not affect taxes until the investment is sold and a realized gain is recognized."}),"\n"]}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.a,{href:"https://www.investopedia.com/terms/u/unrealizedgain.asp",children:"https://www.investopedia.com/terms/u/unrealizedgain.asp"})}),"\n",(0,t.jsx)(n.h2,{id:"income-tax-1",children:"Income Tax"}),"\n",(0,t.jsxs)(n.table,{children:[(0,t.jsx)(n.thead,{children:(0,t.jsxs)(n.tr,{children:[(0,t.jsx)(n.th,{children:"Income Tax Slabs"}),(0,t.jsx)(n.th,{children:"Tax Rate for Individual & HUF Below the Age Of 60 Years"})]})}),(0,t.jsxs)(n.tbody,{children:[(0,t.jsxs)(n.tr,{children:[(0,t.jsx)(n.td,{children:"Up to \u20b92,50,000*"}),(0,t.jsx)(n.td,{children:"Nil"})]}),(0,t.jsxs)(n.tr,{children:[(0,t.jsx)(n.td,{children:"\u20b92,50,001 to \u20b95,00,000"}),(0,t.jsx)(n.td,{children:"5% of total income exceeding \u20b92,50,000"})]}),(0,t.jsxs)(n.tr,{children:[(0,t.jsx)(n.td,{children:"\u20b95,00,001 to \u20b910,00,000"}),(0,t.jsx)(n.td,{children:"\u20b912,500 + 20% of total income exceeding \u20b95,00,000"})]}),(0,t.jsxs)(n.tr,{children:[(0,t.jsx)(n.td,{children:"Above \u20b910,00,000"}),(0,t.jsx)(n.td,{children:"\u20b91,12,500 + 30% of total income exceeding \u20b910,00,000"})]})]})]}),"\n",(0,t.jsx)(n.p,{children:"An additional 4% Health & education cess will be applicable on the tax amount calculated as above."}),"\n",(0,t.jsx)(n.p,{children:"Surcharge: 10% of income tax, where total income exceeds Rs.50 lakh up to Rs.1 crore."}),"\n",(0,t.jsx)(n.p,{children:"Surcharge: 15% of income tax, where the total income exceeds Rs.1 crore."}),"\n",(0,t.jsx)(n.p,{children:"So ~3cr or 2% of Indians out of 140cr invest."}),"\n",(0,t.jsx)(n.p,{children:"ITR filings for FY 20/21 by income."}),"\n",(0,t.jsx)(n.p,{children:"~4.8cr \u20b95lks"}),"\n",(0,t.jsx)(n.p,{children:"~90lks \u20b95 to \u20b910lks"}),"\n",(0,t.jsx)(n.p,{children:"~43lks \u20b910lks"}),"\n",(0,t.jsx)(n.p,{children:"If people have to invest or spend more, they need to earn at least \u20b92.5lks/yr?"}),"\n",(0,t.jsx)(n.h3,{id:"incomes-exempt-from-paying-tax",children:"Incomes exempt from paying tax"}),"\n",(0,t.jsxs)(n.ol,{children:["\n",(0,t.jsx)(n.li,{children:"Income from Agriculture (Agriculture Income)"}),"\n",(0,t.jsx)(n.li,{children:"Gifts Received from Relatives"}),"\n",(0,t.jsx)(n.li,{children:"Income from Gratuity"}),"\n",(0,t.jsx)(n.li,{children:"Scholarships"}),"\n",(0,t.jsx)(n.li,{children:"Certain Pensions - Pensions received by recipients of gallantry awards like the Mahavir Chakra, Param Vir Chakra, and Vir Chakra are tax-free. Additionally, the pension received by family members of Indian Armed Forces personnel is also exempt from tax."}),"\n"]}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.a,{href:"https://www.zeebiz.com/personal-finance/photo-gallery-income-tax-season-non-taxable-5-types-income-exempt-from-taxation-agriculture-gifts-gratuity-scholarships-pension-300544/certain-pensions-300549",children:"Certain Pensions | Zee Business"})}),"\n",(0,t.jsx)(n.h2,{id:"freelancing--freelancer",children:"Freelancing / Freelancer"}),"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsx)(n.li,{children:"ITR4"}),"\n",(0,t.jsx)(n.li,{children:"If the total tax liability during a financial year exceeds Rs.10,000, the taxpayer is required to pay taxes every quarter. This is called advance tax."}),"\n",(0,t.jsx)(n.li,{children:"If the total revenue from freelancing work is not more than Rs. 20 lakhs, then GST does not apply."}),"\n",(0,t.jsxs)(n.li,{children:["GST returns have to be filed quarterly or monthly based on your turnover and if you have opted for the composition scheme. Composition dealers and those with annual sales below Rs.1.5 crore for the supply of goods can file quarterly returns. ",(0,t.jsx)(n.strong,{children:"For service providers, the limit is Rs.50 lakhs."})]}),"\n"]}),"\n",(0,t.jsx)(n.h3,{id:"44ada---presumptive-tax-scheme-for-professionals",children:"44ADA - Presumptive Tax Scheme for Professionals"}),"\n",(0,t.jsx)(n.p,{children:"The benefit of section 44ADA can be taken only by those specified professionals whose annual gross receipts are under Rs.50 lakh (This limit is Rs.75 lakh, provided 95% of the receipts are through recognised banking channels)."}),"\n",(0,t.jsx)(n.p,{children:"The presumptive scheme of taxation reduces the compliance burden on small professions and facilitates ease of doing business. Under the presumptive scheme of taxation, profits/taxable income is presumed at 50% of the gross receipts."}),"\n",(0,t.jsx)(n.p,{children:"Taxes can be significantly reduced. For 60 lakh under 44ADA tax is only around 7L instead of 12L in normal method."}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.a,{href:"https://cleartax.in/s/section-44ada",children:"Section 44ADA \u2013 Presumptive Tax Scheme for Professionals"})}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.a,{href:"https://groww.in/p/tax/section-44ada-of-income-tax-act",children:"Section 44ADA - Presumptive Tax for Professionals"})}),"\n",(0,t.jsx)(n.h3,{id:"deductions",children:"Deductions"}),"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsx)(n.li,{children:"Rent of the property"}),"\n",(0,t.jsx)(n.li,{children:"Repairs undertaken"}),"\n",(0,t.jsx)(n.li,{children:"Depreciation"}),"\n",(0,t.jsx)(n.li,{children:"Office expenses"}),"\n",(0,t.jsx)(n.li,{children:"Travel Expenses"}),"\n",(0,t.jsx)(n.li,{children:"Meal, entertainment or hospitality expenses"}),"\n",(0,t.jsx)(n.li,{children:"Local taxes and insurance for your own business property"}),"\n",(0,t.jsx)(n.li,{children:"Domain registration and apps purchased"}),"\n",(0,t.jsx)(n.li,{children:"Mobile / Wifi Bills"}),"\n"]}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.a,{href:"https://cleartax.in/s/income-tax-for-freelancers",children:"Freelancers and Taxes - Income Tax for Freelancers"})}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.a,{href:"https://www.thegalacticadvisors.com/post/comprehensive-guide-on-tax-for-freelancers",children:(0,t.jsx)(n.strong,{children:"A Comprehensive Guide on Tax for Freelancers"})})}),"\n",(0,t.jsxs)(n.p,{children:["LUT (Letter of Undertaking) - ",(0,t.jsx)(n.a,{href:"https://www.thegalacticadvisors.com/post/gst-how-to-file-an-lut",children:"GST: How to file an LUT?"})," - let's you export goods or services without payment of GST"]}),"\n",(0,t.jsx)(n.h2,{id:"deductions-1",children:"Deductions"}),"\n",(0,t.jsx)(n.h3,{id:"deduction-us-10---hra",children:"Deduction U/S 10 - HRA"}),"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsxs)(n.li,{children:["\n",(0,t.jsx)(n.p,{children:"House Rent - 8300 * 12 = 99600 (PAN not required)"}),"\n"]}),"\n",(0,t.jsxs)(n.li,{children:["\n",(0,t.jsx)(n.p,{children:"Parents can claim property taxes paid by them and also claim a 30% standard deduction from this rental income."}),"\n"]}),"\n",(0,t.jsxs)(n.li,{children:["\n",(0,t.jsx)(n.p,{children:"If they are more than 60 years old, they will also enjoy a higher minimum income exemption limit (Rs.3 lakh for those who have aged above 60 years old and Rs.5 lakh for those who are aged above 80 years old)."}),"\n"]}),"\n",(0,t.jsxs)(n.li,{children:["\n",(0,t.jsx)(n.p,{children:"Individuals paying rent but not receiving house rent allowance can claim a deduction under Section 80GG. Also, the individual, spouse or children should not own a house property in the place of employment, business or location where the individual ordinarily resides for claiming this deduction."}),"\n"]}),"\n",(0,t.jsxs)(n.li,{children:["\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.a,{href:"https://freefincal.com/tax-benefits-hra-home-loans",children:"https://freefincal.com/tax-benefits-hra-home-loans"})}),"\n"]}),"\n",(0,t.jsxs)(n.li,{children:["\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.a,{href:"https://cleartax.in/s/can-i-pay-rent-to-my-parents-to-save-tax",children:"Can I pay rent to my parents to save tax?"})}),"\n"]}),"\n",(0,t.jsxs)(n.li,{children:["\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.a,{href:"https://cleartax.in/s/hra-house-rent-allowance",children:"House Rent Allowance (HRA) - What is House Rent Allowance, HRA Exemption And Tax Deduction"})}),"\n"]}),"\n"]}),"\n",(0,t.jsx)(n.h4,{id:"hra-calculator",children:"HRA Calculator"}),"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsx)(n.li,{children:(0,t.jsx)(n.a,{href:"https://calculators.onepercentclub.io/hra-calculator",children:"Online House Rent Allowance (HRA) Calculator | The 1% Club"})}),"\n",(0,t.jsx)(n.li,{children:(0,t.jsx)(n.a,{href:"https://cleartax.in/paytax/HraCalculator",children:"HRA Calculator - Online Calculate your House Rent Allowance"})}),"\n"]}),"\n",(0,t.jsx)(n.h4,{id:"tds-on-rent",children:"TDS on rent"}),"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsxs)(n.li,{children:["\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.a,{href:"https://eportal.incometax.gov.in/iec/foservices/#/login",children:"https://eportal.incometax.gov.in/iec/foservices/#/login"})}),"\n"]}),"\n",(0,t.jsxs)(n.li,{children:["\n",(0,t.jsx)(n.p,{children:"e-file > e-pay tax (Pay quarterly)"}),"\n"]}),"\n",(0,t.jsxs)(n.li,{children:["\n",(0,t.jsx)(n.p,{children:"New Payment"}),"\n"]}),"\n",(0,t.jsxs)(n.li,{children:["\n",(0,t.jsx)(n.p,{children:"26 QC (TDS on Rent of Property)"}),"\n"]}),"\n",(0,t.jsxs)(n.li,{children:["\n",(0,t.jsx)(n.p,{children:"Form"}),"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsx)(n.li,{children:"Residential Status of the Landlord - Resident"}),"\n",(0,t.jsx)(n.li,{children:"Whether more than one Tenant* - No"}),"\n",(0,t.jsx)(n.li,{children:"PAN of landlord -"}),"\n",(0,t.jsx)(n.li,{children:"Flat door building -"}),"\n",(0,t.jsx)(n.li,{children:"Type of property - Both"}),"\n",(0,t.jsx)(n.li,{children:"Address details - Same"}),"\n",(0,t.jsx)(n.li,{children:"Period of Tenancy - 11"}),"\n",(0,t.jsx)(n.li,{children:"Total value of rent paid - 90000"}),"\n",(0,t.jsx)(n.li,{children:"Value of rent paid last month - 81000"}),"\n",(0,t.jsx)(n.li,{children:"Amount paid credited - 81000"}),"\n",(0,t.jsx)(n.li,{children:"Rate at which rent deducted - 10"}),"\n",(0,t.jsx)(n.li,{children:"Amount of tax deducted at source - 9000"}),"\n"]}),"\n"]}),"\n",(0,t.jsxs)(n.li,{children:["\n",(0,t.jsx)(n.p,{children:"Netbanking - HDFC Bank"}),"\n"]}),"\n",(0,t.jsxs)(n.li,{children:["\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.a,{href:"https://news.cleartax.in/what-is-the-tds-provision-for-rent-paid-by-individuals-above-rs-50000/6672/",children:"What is the TDS provision for rent paid by individuals above Rs 50,000?"})}),"\n"]}),"\n",(0,t.jsxs)(n.li,{children:["\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.a,{href:"https://economictimes.indiatimes.com/wealth/tax/paying-house-rent-of-rs-50000-or-more-per-month-penalty-you-will-pay-for-not-deducting-tds/articleshow/104176779.cms?from=mdr",children:"tds penalty: Paying house rent of more than Rs 50000 per month? Penalty you will pay for not deducting TDS - The Economic Times"})}),"\n"]}),"\n",(0,t.jsxs)(n.li,{children:["\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.a,{href:"https://www.canarahsbclife.com/blog/tax-saving/how-to-calculate-tds-on-rent",children:"TDS on Rent: Section 194I Explained and Calculation Guidelines"})}),"\n"]}),"\n",(0,t.jsxs)(n.li,{children:["\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.a,{href:"https://taxguru.in/income-tax/tds-payment-rent-rs-50000-month-individuals-hufs.html",children:"TDS on Rent payment of More Than Rs. 50000 P.M. By Individuals/ HUFs"})}),"\n"]}),"\n",(0,t.jsxs)(n.li,{children:["\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.a,{href:"https://cleartax.in/s/know-form-16c-challan-26qc-deducting-tds-rent",children:"Form 16C: TDS Certificate On Rent And Challan 26QC"})}),"\n"]}),"\n"]}),"\n",(0,t.jsx)(n.h4,{id:"why-11-months",children:"Why 11 Months?"}),"\n",(0,t.jsx)(n.p,{children:"By keeping the lease duration to 11 months, landlords can ensure that the regulations of the Rent Control Act do not apply to their agreement. This allows for greater flexibility in dictating the terms of the lease, including the rent and the tenure of the lease."}),"\n",(0,t.jsx)(n.p,{children:"Most rental agreements in India are 11 months long because\xa0it allows landlords to avoid the Rent Control Act's regulations, which can restrict the terms of the lease.\xa0This gives landlords more flexibility to specify the lease's terms, including the rent and the length of the lease.\xa0The agreements are typically renewed every 11 months, which gives both parties the opportunity to revise the terms as per their convenience."}),"\n",(0,t.jsx)(n.p,{children:"An 11-month lease agreement also allows the landlord to set the rent based on the current market scenario.\xa0The parties involved don't need to pay any stamp duty and registration charges for an 11-month rent agreement.\xa0They can also easily renew such agreements using stamp duty paper of Rs.\xa0100 when deciding to extend the rental contract."}),"\n",(0,t.jsx)(n.p,{children:"However, the agreement doesn't have to be for 11 months.\xa0Renewable/extendable agreements of three to five years can also be made as per the assent of the parties."}),"\n",(0,t.jsx)(n.p,{children:"Alternatively, the landlord and the tenant may mutually agree to not get the agreement registered, which can help them avoid paying the stamp duty and registration fee."}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.a,{href:"https://www.linkedin.com/pulse/why-most-lease-agreements-11-months-india-realtysmartz/",children:"Why Most Lease Agreements are for 11 Months in India?"})}),"\n",(0,t.jsx)(n.h3,{id:"others",children:"Others"}),"\n",(0,t.jsx)(n.p,{children:"Sec 80D - Medical Insurance Premium (If the policy covers a senior citizen then exemption is Rs.50,000/-) for self and family- Existing or new policy bought between April 2019 till March 2020."}),"\n",(0,t.jsx)(n.p,{children:"Medical Insurance 80D for Parents (Here you can claim the amount upto maximum of Rs 25,000 per annum for the premiums paid for your parents. If your parents are senior citizens, the amount is increased to Rs 30,000 per annum. You can also claim preventive health check-up amount of Rs 5,000 for your parents too.)"}),"\n",(0,t.jsx)(n.p,{children:"Sec 80DD - Handicapped Dependent (Medical Treatment on handicapped dependent, Copies of medical bills and duly completed Form 10-IA have to be submitted.)"}),"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsx)(n.li,{children:"Rs 75,000 (Starting from the financial year 2015-16) where disability is more than 40% and less than 80%."}),"\n",(0,t.jsx)(n.li,{children:"Rs 1,25,000 (Starting fromthe financialyear 2015-16) where disability is more than 80%."}),"\n",(0,t.jsx)(n.li,{children:"These deductions are allowed irrespective of your actual expenditure."}),"\n"]}),"\n",(0,t.jsx)(n.p,{children:"Sec 80E - Repayment of Loan for higher education (only Interest)"}),"\n",(0,t.jsx)(n.p,{children:"Sec 80GG - Rent Paid"}),"\n",(0,t.jsx)(n.p,{children:"Sec 80U - Handicapped"}),"\n",(0,t.jsx)(n.h3,{id:"sec-80tta--80ttb---interest-on-saving-ac-upto-10000",children:"Sec 80TTA / 80TTB - Interest on saving a/c (upto 10000)"}),"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsx)(n.li,{children:"Exemption upto 10,000 for interest earned in savings bank account (less than 60 years) - does not include fixed deposit / RD"}),"\n",(0,t.jsx)(n.li,{children:"Exemption upto 50,000 for interest earned for term deposits / RD for age greater than 60 years"}),"\n"]}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.a,{href:"https://cleartax.in/s/claiming-deduction-on-interest-under-section-80tta",children:(0,t.jsx)(n.strong,{children:"https://cleartax.in/s/claiming-deduction-on-interest-under-section-80tta"})})}),"\n",(0,t.jsx)(n.h3,{id:"80ddb---dependent-critical-illness-upto-100000",children:"80DDB - Dependent Critical Illness (upto 1,00,000)"}),"\n",(0,t.jsx)(n.h3,{id:"deduction-us-80c-max-150000",children:"DEDUCTION U/S 80C (Max 150000)"}),"\n",(0,t.jsx)(n.p,{children:"Contribution to Pension Fund (Jeevan Suraksha)"}),"\n",(0,t.jsx)(n.p,{children:"Life Insurance Premium on life of self/spouse/child only"}),"\n",(0,t.jsx)(n.p,{children:"Deferred Annuity"}),"\n",(0,t.jsx)(n.h3,{id:"public-provident-fund-in-own-namespousechild-only",children:"Public Provident Fund in own name/spouse/child only"}),"\n",(0,t.jsx)(n.p,{children:"ULIP of UTI/LIC in own name or spouse and child only"}),"\n",(0,t.jsx)(n.p,{children:"Repayment of Housing Loan (Only principal)"}),"\n",(0,t.jsx)(n.p,{children:"Contribution to Pension Fund or UTI or Notified Mutual Fund"}),"\n",(0,t.jsx)(n.p,{children:"Investment in ELSS made in units of Notified Mutual Fund"}),"\n",(0,t.jsx)(n.p,{children:"Children Tuition Fee: Restricted to a max of 2 Children"}),"\n",(0,t.jsx)(n.p,{children:"Deposit in home loan account scheme of NHB/HDFC"}),"\n",(0,t.jsx)(n.p,{children:"5 yrs. Term deposit in a Sch.Bank"}),"\n",(0,t.jsx)(n.p,{children:"Others (please specify)"}),"\n",(0,t.jsx)(n.p,{children:"Others (please specify)"}),"\n",(0,t.jsx)(n.p,{children:"DEDUCTION U/S 80CCCAnnuity/Pension Plan"}),"\n",(0,t.jsx)(n.p,{children:"DEDUCTION U/S 80CCDNotified Pension Scheme (NPS) (Max 50000)"}),"\n",(0,t.jsx)(n.p,{children:"Asset Classes (Equity, Corporate debt, Government Bonds and AlternativeInvestmentFunds)"}),"\n",(0,t.jsx)(n.h3,{id:"deduction-us-24",children:"DEDUCTION U/S 24"}),"\n",(0,t.jsx)(n.p,{children:"Interest on Housing Loan on fully constructed accomodation only (Limit - 200,000)"}),"\n",(0,t.jsx)(n.p,{children:"Interest if the loan is taken before 01/04/99 on fully constructed accomodation only (Limit - 30,000)"}),"\n",(0,t.jsx)(n.h3,{id:"105-lta",children:"10(5) LTA"}),"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsx)(n.li,{children:"13739"}),"\n"]}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.a,{href:"https://economictimes.indiatimes.com/wealth/tax/how-to-claim-lta-from-your-employer/articleshow/66246473.cms?from=mdr",children:"https://economictimes.indiatimes.com/wealth/tax/how-to-claim-lta-from-your-employer/articleshow/66246473.cms?from=mdr"})}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.a,{href:"https://news.onepercentclub.io/taxation/leave-travel-allowance-lta-rules-eligibility-how-to-claim-calculate-latest-updates/3048/",children:"Leave Travel Allowance (LTA) Rules 2024: How to claim, calculate - The 1% News"})}),"\n",(0,t.jsx)(n.p,{children:'Loss from business and profession cannot be set off against income chargeable to tax under the head "Salaries". 8) Loss under the head "house property" shall be allowed to be set-off against any other head of income only to the extent of Rs. 2,00,000 for any assessment year.'}),"\n",(0,t.jsx)(n.h2,{id:"tax",children:"Tax"}),"\n",(0,t.jsxs)(n.ol,{children:["\n",(0,t.jsx)(n.li,{children:"Max - 1.5 lakh"}),"\n"]}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.img,{alt:"image",src:i(393872).Z+"",width:"282",height:"990"})}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.img,{alt:"image",src:i(990362).Z+"",width:"502",height:"1746"})}),"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsx)(n.li,{children:"PF - tax free upto 1 lakh"}),"\n"]}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.img,{alt:"image",src:i(902285).Z+"",width:"1056",height:"234"})}),"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsx)(n.li,{children:"Rent"}),"\n"]}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.img,{alt:"image",src:i(19249).Z+"",width:"1062",height:"450"})}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.a,{href:"https://scripbox.com/tax/tax-saving-options/",children:"17 Best Income Tax Saving Schemes & Plans in 2023"})}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.a,{href:"https://www.etmoney.com/blog/beyond-section-80c-10-ways-to-save-taxes",children:"https://www.etmoney.com/blog/beyond-section-80c-10-ways-to-save-taxes"})}),"\n",(0,t.jsx)(n.h2,{id:"itr",children:"ITR"}),"\n",(0,t.jsxs)(n.ol,{children:["\n",(0,t.jsx)(n.li,{children:"If you have an income from just salary, one house property and bank deposits (Savings, FD, RD, Flexi RD), it is ITR1 (total income up to 50 L)."}),"\n",(0,t.jsx)(n.li,{children:"If you have income specified in a) and income from selling Real Estate, Stocks, Mutual fund units, derivatives, gold etc, or you have withdrawn EPF/PPF, it is ITR2 (individual or HUF with no business income)"}),"\n",(0,t.jsx)(n.li,{children:"If in addition to the above, you (or HUF) have income from a business or proprietorship, ITR3"}),"\n",(0,t.jsx)(n.li,{children:"For people having a presumptive business it is ITR4 (no capital gains allowed). This form is for Individuals, HUFs and Firms having income up to Rs 50 lakh and having business income from Business or profession which is computed under the presumptive taxation schemes (sections 44AD, 44ADA or 44AE). Income from Salary, one house property and bank deposits can also be filled in ITR 4."}),"\n"]}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.a,{href:"https://freefincal.com/which-itr-form-should-i-use",children:"https://freefincal.com/which-itr-form-should-i-use"})}),"\n",(0,t.jsx)(n.h2,{id:"stocks-tax",children:"Stocks Tax"}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.a,{href:"https://www.youtube.com/watch?v=nfX-esge_3o",children:"https://www.youtube.com/watch?v=nfX-esge_3o"})}),"\n",(0,t.jsx)(n.h2,{id:"foreign-stocks",children:"Foreign Stocks"}),"\n",(0,t.jsx)(n.h3,{id:"itr-form-to-disclose-foreign-investments",children:"ITR Form to disclose foreign investments"}),"\n",(0,t.jsx)(n.p,{children:"You should choose the right ITR form to report these details in order to avoid any Income Tax notice. If a taxpayer has foreign investments, he or she will have to disclose the same in the Schedule of Foreign Assets (FA) using the Form ITR-2 or ITR-3."}),"\n",(0,t.jsx)(n.h3,{id:"who-should-declare-foreign-assets",children:"Who should declare foreign assets?"}),"\n",(0,t.jsx)(n.p,{children:"Taxpayers need to mandatorily declare all their foreign assets in the ITR, and that also includes investments in US stocks or assets in any other countries. If an individual has taxable income that is below the basic exemption limit of Rs 3 lakh but has stocks in foreign countries, he or she will still need to file the ITR to disclose the stock holdings."}),"\n",(0,t.jsx)(n.p,{children:"Foreign stocks have to be declared in the ITR every year until the taxpayer has their name on it. In case of failure to declare the foreign stocks or any foreign asset like real estate, bank deposits, accounts, or insurance policies, the taxpayer will be liable to inspection by the tax department under the Black Money and Imposition of Tax Act, 2015. Besides the scrutiny, they can be penalised with up to Rs 10 lakh fine."}),"\n",(0,t.jsx)(n.h3,{id:"taxation-for-foreign-investments-and-stocks",children:"Taxation for foreign investments and stocks"}),"\n",(0,t.jsx)(n.p,{children:"In India, when a foreign stock is sold after a term of two years, the profit earned from it is treated as long-term capital gains (LTCG) and is taxed at 20 percent (surcharge extra), with indexation benefit. While short-term capital gains (STCG) are taxed at the income slab rates. There is no tax liability on capital gains for the foreign-born."}),"\n",(0,t.jsx)(n.p,{children:"Also, the dividend income earned on foreign investments is taxed at the pre-defined tax slab rates in India. In the US, when the dividend is paid, the government withholds a flat 25 percent as tax. India has a Double Taxation Avoidance Agreement (DTAA) with the US, due to which one can claim the tax paid in the US to avoid the tax liability in India while filing the ITR."}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.a,{href:"https://www.zeebiz.com/personal-finance/income-tax/news-income-tax-return-filings-how-to-file-foreign-assets-and-stocks-in-itr-filing-foreign-stock-investment-tax-declaration-capital-gains-tax-stst-242083",children:"Income Tax Return Filing: Invested in foreign assets and stocks? Follow these steps to declare holding in ITR | Zee Business"})}),"\n",(0,t.jsx)(n.h4,{id:"dividend-for-msft-stocks",children:"Dividend for msft stocks"}),"\n",(0,t.jsx)(n.p,{children:"Basically the only issue will come with dividends (this is missed in 26AS and needs to be declared to avoid discrepancy), and while declaring we give a tax for ~31.2% in the portal afaik. However the US laws state that 25% to be deducted for indians earning dividends in US firms. So form 67 needs to be filled in for taking back the extra 25% we paid for the dividends."}),"\n",(0,t.jsx)(n.h2,{id:"inward-remittances",children:"Inward remittances"}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.strong,{children:"Purpose Code"})}),"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsx)(n.li,{children:"P1006 - Business and management consultancy and public relations services taxation"}),"\n",(0,t.jsxs)(n.li,{children:[(0,t.jsx)(n.strong,{children:"P0802"})," - Software consultancy implementation other than those covered in SOFTEX form"]}),"\n"]}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.a,{href:"https://support.upwork.com/hc/en-us/articles/11494386652179-Foreign-Inward-Remittance-Certificate-for-India-FIRC-",children:"Foreign Inward Remittance Certificate for India (FIRC) - Upwork Customer Service & Support | Upwork Help"})}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.a,{href:"https://taxguru.in/income-tax/foreign-remittances-fees-technical-services-tds-requirement.html",children:"Foreign Remittances | Fees for Technical Services | TDS Requirement"})}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.a,{href:"https://taxguru.in/income-tax/dtaas-special-reference-dtaa-india-singapore.html",children:"DTAAs with special reference to DTAA between India and Singapore"})}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.a,{href:"https://www.guidemesingapore.com/business-guides/taxation-and-accounting/double-tax-treaties/singapore-india-double-tax-treaty-guide",children:"Singapore & India Double Tax Agreement DTA | GuideMeSingapore - by Hawksford"})}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.a,{href:"https://wise.com/au/blog/telegraphic-transfer-buying-rates",children:"What Are Telegraphic Transfer (TT) Buying/Selling Rates? - Wise"})}),"\n",(0,t.jsx)(n.h2,{id:"nri-taxes",children:"NRI Taxes"}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.a,{href:"https://cleartax.in/s/income-tax-for-nri",children:"Income Tax for NRI"})}),"\n",(0,t.jsxs)(n.p,{children:["An NRE account is ",(0,t.jsx)(n.strong,{children:"a bank account opened in India in the name of an NRI, to park his foreign earnings"}),"; whereas, an NRO account is a bank account opened in India in the name of an NRI, to manage the income earned by him in India. These incomes include rent, dividend, pension, interest, etc."]}),"\n",(0,t.jsx)(n.p,{children:"Interest earned on an NRE account and FCNR account is tax-free. Interest on NRO accounts is taxable in the hands of an NRI."}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.a,{href:"https://www.livemint.com/money/personal-finance/how-to-file-itr-as-an-oci-on-indian-income-11674492598587.html",children:"How to file ITR as an OCI on Indian income? | Mint"})}),"\n",(0,t.jsxs)(n.p,{children:["Overseas Citizen of India (OCI) card - ",(0,t.jsx)(n.a,{href:"https://www.bankbazaar.com/passport/how-to-register-oci-card.html",children:"How to Register for OCI card - Check the Fees & Status"})]}),"\n",(0,t.jsx)(n.h2,{id:"terms",children:"Terms"}),"\n",(0,t.jsx)(n.h3,{id:"marginal-tax-rate",children:"Marginal Tax Rate"}),"\n",(0,t.jsx)(n.p,{children:"What Is the Marginal Tax Rate? The marginal tax rate is the amount of additional tax paid for every additional dollar earned as income. The average tax rate is the total tax paid divided by total income earned. A 10 percent marginal tax rate means that 10 cents of every next dollar earned would be taken as tax."}),"\n",(0,t.jsx)(n.h3,{id:"offshore-bank-account",children:"Offshore Bank Account"}),"\n",(0,t.jsx)(n.p,{children:"An offshore account is one that is opened by a citizen outside her home country. This does not apply only to Indian citizens. A citizen of the US, opening a bank account in Canada has also opened an offshore bank account."}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.a,{href:"https://www.winvesta.in/blog/offshore-bank-account/",children:"Offshore Bank Account: Everything You Need to Know"})}),"\n",(0,t.jsx)(n.h2,{id:"real-estate-taxation",children:"Real estate taxation"}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.a,{href:"https://www.youtube.com/watch?v=sYtnOVgdH_I",children:"Tax on Stocks, Mutual Funds, Gold and Real Estate | STCG and LTCG | ETMONEY"})}),"\n",(0,t.jsx)(n.h2,{id:"taxes-on-house-section-54f",children:"Taxes on house (Section 54F)"}),"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsx)(n.li,{children:"In respect of capital gains arising on sale any asset other than a residential house, an individual or an HUF can claim exemption from long term capital gains if the net sale consideration in respect of such asset is invested for acquiring a residential house within a period of two years after sale of such asset."}),"\n",(0,t.jsx)(n.li,{children:"Under Section 54F you should not own more than one residential house property on the date of sale of the asset except the one in respect of which you are claiming the exemption"}),"\n",(0,t.jsx)(n.li,{children:"Purchase of the plot by you in your wife\u2019s name will be treated as gift to your wife. As per the provisions of Section 64 of Income Tax Act, all the income arising on property gifted to your spouse is required to be added in your hands."}),"\n",(0,t.jsx)(n.li,{children:"Any gift given to a spouse is exempt from tax. However, if the spouse has no income and the gift is an income generating asset, the income from that asset may be clubbed with the income of the spouse who gifted the asset under clubbing provisions. If both\xa0husband\xa0and\xa0wife\xa0wish to claim tax benefit for their joint investments, they may have to enter into a simple agreement bifurcating proportionate ownership for housing loan repayment to reflect in their respective tax returns."}),"\n"]}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.a,{href:"https://www.livemint.com/money/personal-finance/how-buying-a-new-home-can-save-you-capital-gains-tax-on-shares-mf/amp-11696266337863.html",children:"How buying a new home can save you capital gains tax on shares, mutual funds | Mint"})}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.a,{href:"/economics/finance-investing/stocks-equity",children:"Taxes on ETF / Equity Mutual Funds"})}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.a,{href:"https://www.livemint.com/money/personal-finance/i-plan-to-buy-house-by-selling-shares-can-some-income-tax-exemption-be-claimed-11648266159497.html",children:"I plan to buy house by selling shares. Can some income tax exemption be claimed? | Mint"})}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.a,{href:"https://www.livemint.com/money/personal-finance/bought-plot-in-wife-s-name-who-is-a-homemaker-on-sale-how-income-tax-is-calculated-11666516847336.html",children:"Bought plot in wife's name who is a homemaker. On sale, how income tax is calculated | Mint"})}),"\n",(0,t.jsx)(n.p,{children:(0,t.jsx)(n.a,{href:"https://cleartax.in/s/section-54ec-bonds",children:"Section 54EC- Deduction on LTCG Through Capital Gain Bonds"})}),"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsx)(n.li,{children:"Till 50 lakh of LTCG, buy NHAI bonds, get 5% interest rate with 5 year lock in and only pay taxes on interest earned on NHAI bonds and principle which was going to be taxed becomes tax free."}),"\n"]}),"\n",(0,t.jsx)(n.h3,{id:"points",children:"Points"}),"\n",(0,t.jsxs)(n.ol,{children:["\n",(0,t.jsx)(n.li,{children:"Only certain investment avenues qualify for tax perks-long-term capital assets like listed & unlisted stocks, foreign shares, equity funds, and physical gold, except for house property."}),"\n",(0,t.jsx)(n.li,{children:"It's not just the winnings, it's the whole corpus. Imagine you tossed #50 lakh into stocks, and after 5 years, you're up \u20ac40 lakh. Now, here's the kicker: to snag that dream house, you have to spend the whole 90 lakh (your original investment plus the profit)."}),"\n",(0,t.jsx)(n.li,{children:"Purchase should be made within 1 year before or 2 years after the date of transfer of the original asset. If you're building it from scratch, make sure those walls go up within 3 years. Wanna dodge taxes? You can, if you bought a residential property one year before the sale of the asset."}),"\n",(0,t.jsx)(n.li,{children:"No doubling up properties. When you cash out those assets, make sure you're not already lounging in more than one house"}),"\n",(0,t.jsx)(n.li,{children:"That cash is earmarked for one thing and one thing only: a house. Land and commercial properties do not apply."}),"\n",(0,t.jsxs)(n.li,{children:["Once you've bagged that dream house, ",(0,t.jsx)(n.strong,{children:"you have to stay put for at least 3 years"}),". No sneaking off early! If you bail before the clock runs out, be ready to cough up tax, penalty, and interest on the long-term capital gains from the sale date."]}),"\n",(0,t.jsx)(n.li,{children:"A lot of people jumped on this tax-saving bandwagon, so the government had to lay down some restrictions. Here's the deal: Deduction from capital gains on investment in residential house under sections 54 and 54F are capped at Rs. 10 crore."}),"\n"]}),"\n",(0,t.jsx)(n.h2,{id:"property-taxes",children:"Property Taxes"}),"\n",(0,t.jsx)(n.p,{children:"Property tax is calculated by the municipal authorities in proportion tothe assessed value of the property.There are mainly three ways of calculating property tax:"}),"\n",(0,t.jsx)(n.h3,{id:"capital-value-system-cvs",children:"Capital Value System (CVS)"}),"\n",(0,t.jsx)(n.p,{children:"The tax is levied as a percentage of the market value of the property. This market value is determined by the government and is based on the locality of the property. The market value is revised and published yearly. Mumbai follows this system."}),"\n",(0,t.jsx)(n.h3,{id:"annual-rental-value-system-or-rateable-value-system-rvs",children:"Annual Rental Value System or Rateable Value System (RVS)"}),"\n",(0,t.jsx)(n.p,{children:"Under this system, the tax is calculated on the yearly rental value of the property. This is not necessarily the actual rent amount being collected; rather it is the rental value decided by the municipal authority based on the size, location, condition of the premises, proximity to landmarks, amenities etc. Examples of municipalities following this system of property tax include Hyderabad and Chennai."}),"\n",(0,t.jsx)(n.h3,{id:"unit-area-value-system-uas",children:"Unit Area Value System (UAS)"}),"\n",(0,t.jsx)(n.p,{children:"In this system, the tax is levied on the per unit price of the built-up area of the property. This price is fixed (per square foot per month) based on the expected returns of the property as per its location, land price, and usage, and is then multiplied with its built-up area. 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In this webinar we will explore how tech teams and decision-makers can unlock the full potential of cloud migration by focusing on key data engineering practices and proven methods to avoid common pitfalls."}),"\n",(0,i.jsx)(n.h3,{id:"podcast-details",children:"Podcast Details"}),"\n",(0,i.jsxs)(n.ul,{children:["\n",(0,i.jsx)(n.li,{children:"Speaker - Deepak Sood, Sr. AI, Data & DevOps Architect, OpsTree Solutions"}),"\n",(0,i.jsx)(n.li,{children:"Date - Tuesday, 15th October 2024"}),"\n",(0,i.jsx)(n.li,{children:"Time - 6:30 pm \u2013 8:00 pm (IST)"}),"\n"]}),"\n",(0,i.jsx)(n.h3,{id:"workshop-agenda",children:"Workshop Agenda"}),"\n",(0,i.jsxs)(n.ol,{children:["\n",(0,i.jsx)(n.li,{children:"Introduction to Data Engineering in Cloud Migration"}),"\n",(0,i.jsx)(n.li,{children:"Key Data Engineering Practices & Tools"}),"\n",(0,i.jsx)(n.li,{children:"Best Practices for Migration Success"}),"\n",(0,i.jsx)(n.li,{children:"Q&A and Real-World Examples"}),"\n"]}),"\n",(0,i.jsx)(n.h3,{id:"what-youll-learn",children:"What You\u2019ll Learn"}),"\n",(0,i.jsxs)(n.ul,{children:["\n",(0,i.jsx)(n.li,{children:"Key data engineering practices that drive successful cloud migration"}),"\n",(0,i.jsx)(n.li,{children:"Best-in-class tools for managing complex data transformations"}),"\n",(0,i.jsx)(n.li,{children:"Proven methods to ensure data security, governance, and performance"}),"\n",(0,i.jsx)(n.li,{children:"Real-world examples of how companies overcame common migration challenges"}),"\n"]}),"\n",(0,i.jsx)(n.h3,{id:"who-should-attend",children:"Who Should Attend"}),"\n",(0,i.jsxs)(n.ul,{children:["\n",(0,i.jsx)(n.li,{children:"Tech teams involved in cloud migration projects"}),"\n",(0,i.jsx)(n.li,{children:"IT decision-makers looking to streamline cloud strategies"}),"\n",(0,i.jsx)(n.li,{children:"Data engineers and cloud architects aiming to improve migration efficiency"}),"\n"]})]})}function u(e={}){const{wrapper:n}={...(0,a.a)(),...e.components};return n?(0,i.jsx)(n,{...e,children:(0,i.jsx)(d,{...e})}):d(e)}},511151:(e,n,t)=>{t.d(n,{Z:()=>s,a:()=>r});var i=t(667294);const a={},o=i.createContext(a);function r(e){const n=i.useContext(o);return i.useMemo((function(){return"function"==typeof e?e(n):{...n,...e}}),[n,e])}function s(e){let n;return n=e.disableParentContext?"function"==typeof e.components?e.components(a):e.components||a:r(e.components),i.createElement(o.Provider,{value:n},e.children)}}}]); \ No newline at end of file diff --git a/assets/js/e549c26c.5d95d79c.js b/assets/js/e549c26c.5d95d79c.js new file mode 100644 index 00000000000..8ea3066c439 --- /dev/null +++ b/assets/js/e549c26c.5d95d79c.js @@ -0,0 +1 @@ +"use strict";(self.webpackChunkdeep_notes=self.webpackChunkdeep_notes||[]).push([[88720],{413881:(e,s,r)=>{r.r(s),r.d(s,{assets:()=>c,contentTitle:()=>a,default:()=>d,frontMatter:()=>l,metadata:()=>o,toc:()=>h});var t=r(785893),n=r(511151);const l={},a="Postgres Commands",o={id:"languages/sql/postgres-commands",title:"Postgres Commands",description:"psql - start postgres sql query engine",source:"@site/docs/languages/sql/postgres-commands.md",sourceDirName:"languages/sql",slug:"/languages/sql/postgres-commands",permalink:"/languages/sql/postgres-commands",draft:!1,unlisted:!1,editUrl:"https://github.com/deepaksood619/deepaksood619.github.io/tree/master/docs/languages/sql/postgres-commands.md",tags:[],version:"current",lastUpdatedAt:1729278358,formattedLastUpdatedAt:"Oct 18, 2024",frontMatter:{},sidebar:"tutorialSidebar",previous:{title:"PartiQL",permalink:"/languages/sql/partiql"},next:{title:"SQL Commands",permalink:"/languages/sql/sql-commands"}},c={},h=[{value:"psql - start postgres sql query engine",id:"psql---start-postgres-sql-query-engine",level:2},{value:"Administration",id:"administration",level:3},{value:"Configurations",id:"configurations",level:3},{value:"Tools",id:"tools",level:2},{value:"Commands",id:"commands",level:2},{value:"pg_dumpall",id:"pg_dumpall",level:3},{value:"pg_dump",id:"pg_dump",level:3},{value:"pg_basebackup",id:"pg_basebackup",level:3},{value:"Adding hstore in database",id:"adding-hstore-in-database",level:2}];function i(e){const s={a:"a",code:"code",h1:"h1",h2:"h2",h3:"h3",li:"li",p:"p",pre:"pre",ul:"ul",...(0,n.a)(),...e.components};return(0,t.jsxs)(t.Fragment,{children:[(0,t.jsx)(s.h1,{id:"postgres-commands",children:"Postgres Commands"}),"\n",(0,t.jsx)(s.pre,{children:(0,t.jsx)(s.code,{className:"language-bash",children:"brew install postgresql\n\nsudo apt-get install -y postgresql14\n"})}),"\n",(0,t.jsx)(s.h2,{id:"psql---start-postgres-sql-query-engine",children:"psql - start postgres sql query engine"}),"\n",(0,t.jsx)(s.pre,{children:(0,t.jsx)(s.code,{className:"language-sql",children:"psql -h xx.xx.us-west-2.rds.amazonaws.com -p 5432 -U postgres\nxxx\n\npsql -h xx.xx.xx.xx -p 5432 -U dev -d dev_metta_pg\n\npsql -d postgres -U postgres\nxx\n\n\\d - show databases\n\\d rides; - show rides table\nselect count(*) from rides;\n\\dx - List of installed extensions\n\\l - list all databases with owner\n\\dt\n\\dt+ - you get a view of the tables in the database along with an (empty) description column\n\\dn+ - public schema indicates permissions for the postgres role\n\\du - show all users\n\\dt *.* - show all tables\n\nselect version();\nSELECT schema_name FROM information_schema.schemata;\n\ncreate user myuser with encrypted password 'mypass';\ngrant all privileges on database postgres to myuser;\npsql -h xx.xx.us-west-2.rds.amazonaws.com -p 5432 -U myuser -d postgres\n\nCREATE USER quicksight4 PASSWORD 'ac9c922490fad8cafa5d68a5';\ngrant all privileges on database postgres to quicksight4;\ngrant all privileges on database prod_metta_pg2 to quicksight4;\npsql -h xx.xx.us-west-2.rds.amazonaws.com -p 5432 -U quicksight4 -d postgres\n\nGRANT CONNECT ON DATABASE postgres TO quicksight;\nALTER DEFAULT PRIVILEGES IN SCHEMA public GRANT SELECT ON TABLES TO quicksight;\nGRANT USAGE ON SCHEMA public TO quicksight;\nGRANT SELECT ON ALL TABLES IN SCHEMA public TO quicksight;\n\nREASSIGN OWNED BY quicksight TO postgres; -- or some other trusted role\nDROP OWNED BY ryan;\nDROP USER ryan;\n"})}),"\n",(0,t.jsxs)(s.p,{children:["psql has a ",(0,t.jsx)(s.code,{children:"ECHO_HIDDEN"})," variable you can set to show (or 'echo') any SQL queries performed behind the scenes by backslash commands."]}),"\n",(0,t.jsx)(s.p,{children:(0,t.jsx)(s.code,{children:"set ECHO_HIDDEN on"})}),"\n",(0,t.jsx)(s.pre,{children:(0,t.jsx)(s.code,{className:"language-sql",children:"-- select database\n\\c [databasename]: Connect to [databasename] on local database cluster\n\nCREATE DATABASE zenalytix_db_new;\n\nCREATE TABLE test ( id SERIAL PRIMARY KEY, create_date TIMESTAMP DEFAULT CURRENT_TIMESTAMP, update_date TIMESTAMP DEFAULT CURRENT_TIMESTAMP, value INT );\n\nDrop table test;\n\npsql -U abc -d zenalytix_db_new -p 5432\n\npsql -h localhost -p 5432 -U postgres -d airflow\npsql -h localhost -p 5432 -U postgres (sentry)\n\n-- get table sizes\nSELECT *, pg_size_pretty(total_bytes) AS total\n , pg_size_pretty(index_bytes) AS INDEX\n , pg_size_pretty(toast_bytes) AS toast\n , pg_size_pretty(table_bytes) AS TABLE\n FROM (\n SELECT *, total_bytes-index_bytes-COALESCE(toast_bytes,0) AS table_bytes FROM (\n SELECT c.oid,nspname AS table_schema, relname AS TABLE_NAME\n , c.reltuples AS row_estimate\n , pg_total_relation_size(c.oid) AS total_bytes\n , pg_indexes_size(c.oid) AS index_bytes\n , pg_total_relation_size(reltoastrelid) AS toast_bytes\n FROM pg_class c\n LEFT JOIN pg_namespace n ON n.oid = c.relnamespace\n WHERE relkind = 'r'\n ) a\n) a order by total_bytes desc;\n\n-- get databases sizes\nSELECT d.datname AS Name, pg_catalog.pg_get_userbyid(d.datdba) AS Owner,\n CASE WHEN pg_catalog.has_database_privilege(d.datname, 'CONNECT')\n THEN pg_catalog.pg_size_pretty(pg_catalog.pg_database_size(d.datname))\n ELSE 'No Access'\n END AS SIZE\nFROM pg_catalog.pg_database d\n ORDER BY\n CASE WHEN pg_catalog.has_database_privilege(d.datname, 'CONNECT')\n THEN pg_catalog.pg_database_size(d.datname)\n ELSE NULL\n END DESC -- nulls first\n LIMIT 20;\n\n-- table sizes\nselect table_name, pg_relation_size(quote_ident(table_name))\nfrom information_schema.tables\nwhere table_schema = 'public'\norder by 2;\n\nREINDEX DATABASE zenalytx_db_new;\nREINDEX INDEX index_name;\nREINDEX TABLE table_name;\n\nVACUUM numbers;\nVACUUM FULL; # to free up space in all the dbs\n\nSELECT table_name\nFROM information_schema.tables\nWHERE table_schema = 'public'\nORDER BY table_name;\n\n-- User Management\nCREATE USER test WITH SUPERUSER PASSWORD 'test123';\nALTER USER test WITH PASSWORD 'test1234';\nDROP USER test;\n\ndelete from task_instance where execution_date::date < '2021-01-13 21:00:00+0';\n"})}),"\n",(0,t.jsx)(s.h3,{id:"administration",children:"Administration"}),"\n",(0,t.jsx)(s.pre,{children:(0,t.jsx)(s.code,{className:"language-sql",children:"-- Postgres 14 adds the predefined, non-login roles\xa0[**`pg_read_all_data`**\xa0/\xa0**`pg_write_all_data`**](https://www.postgresql.org/docs/current/predefined-roles.html).\n-- They have\xa0`SELECT`\xa0/\xa0`INSERT`,\xa0`UPDATE`,\xa0`DELETE`\xa0privileges for\xa0_all_\xa0tables, views, and sequences. Plus\xa0`USAGE`\xa0on schemas. We can\xa0`GRANT`\xa0membership in these roles:\n\nGRANT pg_read_all_data TO my_user;\nGRANT pg_write_all_data TO my_user;\n-- [sql - PostgreSQL: Give all permissions to a user on a PostgreSQL database - Stack Overflow](https://stackoverflow.com/questions/22483555/postgresql-give-all-permissions-to-a-user-on-a-postgresql-database)\n\nREVOKE ALL PRIVILEGES ON DATABASE loantape FROM app_quicksight;\ndrop user app_quicksight;\n\nset password_encryption = 'md5';\n"})}),"\n",(0,t.jsx)(s.h3,{id:"configurations",children:"Configurations"}),"\n",(0,t.jsx)(s.pre,{children:(0,t.jsx)(s.code,{className:"language-sql",children:"show statement_timeout;\nset statement_timeout to 60000; commit;\n"})}),"\n",(0,t.jsx)(s.h2,{id:"tools",children:"Tools"}),"\n",(0,t.jsxs)(s.ul,{children:["\n",(0,t.jsxs)(s.li,{children:["\n",(0,t.jsx)(s.p,{children:"pg_buffercache"}),"\n",(0,t.jsx)(s.p,{children:"see what's occupying the shared buffer cache of your instance"}),"\n"]}),"\n",(0,t.jsxs)(s.li,{children:["\n",(0,t.jsx)(s.p,{children:"pg_prewarm"}),"\n",(0,t.jsx)(s.p,{children:"load table data into either the operating system cache or the Postgres buffer cache"}),"\n"]}),"\n"]}),"\n",(0,t.jsx)(s.h2,{id:"commands",children:"Commands"}),"\n",(0,t.jsxs)(s.p,{children:[(0,t.jsx)(s.a,{href:"https://www.postgresql.org/docs/current/sql-abort.html",children:"ABORT"})," - 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change the definition of a domain"]}),"\n",(0,t.jsxs)(s.p,{children:[(0,t.jsx)(s.a,{href:"https://www.postgresql.org/docs/current/sql-altereventtrigger.html",children:"ALTER EVENT TRIGGER"})," - change the definition of an event trigger"]}),"\n",(0,t.jsxs)(s.p,{children:[(0,t.jsx)(s.a,{href:"https://www.postgresql.org/docs/current/sql-alterextension.html",children:"ALTER EXTENSION"})," - change the definition of an extension"]}),"\n",(0,t.jsxs)(s.p,{children:[(0,t.jsx)(s.a,{href:"https://www.postgresql.org/docs/current/sql-alterforeigndatawrapper.html",children:"ALTER FOREIGN DATA WRAPPER"})," - change the definition of a foreign-data wrapper"]}),"\n",(0,t.jsxs)(s.p,{children:[(0,t.jsx)(s.a,{href:"https://www.postgresql.org/docs/current/sql-alterforeigntable.html",children:"ALTER FOREIGN TABLE"})," - change the definition of a foreign table"]}),"\n",(0,t.jsxs)(s.p,{children:[(0,t.jsx)(s.a,{href:"https://www.postgresql.org/docs/current/sql-alterfunction.html",children:"ALTER FUNCTION"})," - 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change the definition of an operator"]}),"\n",(0,t.jsxs)(s.p,{children:[(0,t.jsx)(s.a,{href:"https://www.postgresql.org/docs/current/sql-alteropclass.html",children:"ALTER OPERATOR CLASS"})," - change the definition of an operator class"]}),"\n",(0,t.jsxs)(s.p,{children:[(0,t.jsx)(s.a,{href:"https://www.postgresql.org/docs/current/sql-alteropfamily.html",children:"ALTER OPERATOR FAMILY"})," - change the definition of an operator family"]}),"\n",(0,t.jsxs)(s.p,{children:[(0,t.jsx)(s.a,{href:"https://www.postgresql.org/docs/current/sql-alterpolicy.html",children:"ALTER POLICY"})," - change the definition of a row level security policy"]}),"\n",(0,t.jsxs)(s.p,{children:[(0,t.jsx)(s.a,{href:"https://www.postgresql.org/docs/current/sql-alterprocedure.html",children:"ALTER PROCEDURE"})," - change the definition of a procedure"]}),"\n",(0,t.jsxs)(s.p,{children:[(0,t.jsx)(s.a,{href:"https://www.postgresql.org/docs/current/sql-alterpublication.html",children:"ALTER PUBLICATION"})," - change the definition of a publication"]}),"\n",(0,t.jsxs)(s.p,{children:[(0,t.jsx)(s.a,{href:"https://www.postgresql.org/docs/current/sql-alterrole.html",children:"ALTER ROLE"})," - 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change the definition of an extended statistics object"]}),"\n",(0,t.jsxs)(s.p,{children:[(0,t.jsx)(s.a,{href:"https://www.postgresql.org/docs/current/sql-altersubscription.html",children:"ALTER SUBSCRIPTION"})," - change the definition of a subscription"]}),"\n",(0,t.jsxs)(s.p,{children:[(0,t.jsx)(s.a,{href:"https://www.postgresql.org/docs/current/sql-altersystem.html",children:"ALTER SYSTEM"})," - change a server configuration parameter"]}),"\n",(0,t.jsxs)(s.p,{children:[(0,t.jsx)(s.a,{href:"https://www.postgresql.org/docs/current/sql-altertable.html",children:"ALTER TABLE"})," - change the definition of a table"]}),"\n",(0,t.jsxs)(s.p,{children:[(0,t.jsx)(s.a,{href:"https://www.postgresql.org/docs/current/sql-altertablespace.html",children:"ALTER TABLESPACE"})," - change the definition of a tablespace"]}),"\n",(0,t.jsxs)(s.p,{children:[(0,t.jsx)(s.a,{href:"https://www.postgresql.org/docs/current/sql-altertsconfig.html",children:"ALTER TEXT SEARCH CONFIGURATION"})," - change the definition of a text search configuration"]}),"\n",(0,t.jsxs)(s.p,{children:[(0,t.jsx)(s.a,{href:"https://www.postgresql.org/docs/current/sql-altertsdictionary.html",children:"ALTER TEXT SEARCH DICTIONARY"})," - change the definition of a text search dictionary"]}),"\n",(0,t.jsxs)(s.p,{children:[(0,t.jsx)(s.a,{href:"https://www.postgresql.org/docs/current/sql-altertsparser.html",children:"ALTER TEXT SEARCH PARSER"})," - change the definition of a text search parser"]}),"\n",(0,t.jsxs)(s.p,{children:[(0,t.jsx)(s.a,{href:"https://www.postgresql.org/docs/current/sql-altertstemplate.html",children:"ALTER TEXT SEARCH TEMPLATE"})," - change the definition of a text search template"]}),"\n",(0,t.jsxs)(s.p,{children:[(0,t.jsx)(s.a,{href:"https://www.postgresql.org/docs/current/sql-altertrigger.html",children:"ALTER TRIGGER"})," - change the definition of a trigger"]}),"\n",(0,t.jsxs)(s.p,{children:[(0,t.jsx)(s.a,{href:"https://www.postgresql.org/docs/current/sql-altertype.html",children:"ALTER TYPE"})," - change the definition of a type"]}),"\n",(0,t.jsxs)(s.p,{children:[(0,t.jsx)(s.a,{href:"https://www.postgresql.org/docs/current/sql-alteruser.html",children:"ALTER USER"})," - change a database role"]}),"\n",(0,t.jsxs)(s.p,{children:[(0,t.jsx)(s.a,{href:"https://www.postgresql.org/docs/current/sql-alterusermapping.html",children:"ALTER USER MAPPING"})," - change the definition of a user mapping"]}),"\n",(0,t.jsxs)(s.p,{children:[(0,t.jsx)(s.a,{href:"https://www.postgresql.org/docs/current/sql-alterview.html",children:"ALTER VIEW"})," - change the definition of a view"]}),"\n",(0,t.jsxs)(s.p,{children:[(0,t.jsx)(s.a,{href:"https://www.postgresql.org/docs/current/sql-analyze.html",children:"ANALYZE"})," - collect statistics about a database"]}),"\n",(0,t.jsxs)(s.p,{children:[(0,t.jsx)(s.a,{href:"https://www.postgresql.org/docs/current/sql-begin.html",children:"BEGIN"})," - start a transaction block"]}),"\n",(0,t.jsxs)(s.p,{children:[(0,t.jsx)(s.a,{href:"https://www.postgresql.org/docs/current/sql-call.html",children:"CALL"})," - invoke a procedure"]}),"\n",(0,t.jsxs)(s.p,{children:[(0,t.jsx)(s.a,{href:"https://www.postgresql.org/docs/current/sql-checkpoint.html",children:"CHECKPOINT"})," - force a write-ahead log checkpoint"]}),"\n",(0,t.jsxs)(s.p,{children:[(0,t.jsx)(s.a,{href:"https://www.postgresql.org/docs/current/sql-close.html",children:"CLOSE"})," - close a cursor"]}),"\n",(0,t.jsxs)(s.p,{children:[(0,t.jsx)(s.a,{href:"https://www.postgresql.org/docs/current/sql-cluster.html",children:"CLUSTER"})," - cluster a table according to an index"]}),"\n",(0,t.jsxs)(s.p,{children:[(0,t.jsx)(s.a,{href:"https://www.postgresql.org/docs/current/sql-comment.html",children:"COMMENT"})," - define or change the comment of an object"]}),"\n",(0,t.jsxs)(s.p,{children:[(0,t.jsx)(s.a,{href:"https://www.postgresql.org/docs/current/sql-commit.html",children:"COMMIT"})," - commit the current transaction"]}),"\n",(0,t.jsxs)(s.p,{children:[(0,t.jsx)(s.a,{href:"https://www.postgresql.org/docs/current/sql-commit-prepared.html",children:"COMMIT PREPARED"})," - commit a transaction that was earlier prepared for two-phase commit"]}),"\n",(0,t.jsxs)(s.p,{children:[(0,t.jsx)(s.a,{href:"https://www.postgresql.org/docs/current/sql-copy.html",children:"COPY"})," - copy data between a file and a table"]}),"\n",(0,t.jsxs)(s.p,{children:[(0,t.jsx)(s.a,{href:"https://www.postgresql.org/docs/current/sql-create-access-method.html",children:"CREATE ACCESS METHOD"})," - 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define a new domain"]}),"\n",(0,t.jsxs)(s.p,{children:[(0,t.jsx)(s.a,{href:"https://www.postgresql.org/docs/current/sql-createeventtrigger.html",children:"CREATE EVENT TRIGGER"})," - define a new event trigger"]}),"\n",(0,t.jsxs)(s.p,{children:[(0,t.jsx)(s.a,{href:"https://www.postgresql.org/docs/current/sql-createextension.html",children:"CREATE EXTENSION"})," - install an extension"]}),"\n",(0,t.jsxs)(s.p,{children:[(0,t.jsx)(s.a,{href:"https://www.postgresql.org/docs/current/sql-createforeigndatawrapper.html",children:"CREATE FOREIGN DATA WRAPPER"})," - define a new foreign-data wrapper"]}),"\n",(0,t.jsxs)(s.p,{children:[(0,t.jsx)(s.a,{href:"https://www.postgresql.org/docs/current/sql-createforeigntable.html",children:"CREATE FOREIGN TABLE"})," - define a new foreign table"]}),"\n",(0,t.jsxs)(s.p,{children:[(0,t.jsx)(s.a,{href:"https://www.postgresql.org/docs/current/sql-createfunction.html",children:"CREATE FUNCTION"})," - define a new function"]}),"\n",(0,t.jsxs)(s.p,{children:[(0,t.jsx)(s.a,{href:"https://www.postgresql.org/docs/current/sql-creategroup.html",children:"CREATE GROUP"})," - define a new database role"]}),"\n",(0,t.jsxs)(s.p,{children:[(0,t.jsx)(s.a,{href:"https://www.postgresql.org/docs/current/sql-createindex.html",children:"CREATE INDEX"})," - define a new index"]}),"\n",(0,t.jsxs)(s.p,{children:[(0,t.jsx)(s.a,{href:"https://www.postgresql.org/docs/current/sql-createlanguage.html",children:"CREATE LANGUAGE"})," - define a new procedural language"]}),"\n",(0,t.jsxs)(s.p,{children:[(0,t.jsx)(s.a,{href:"https://www.postgresql.org/docs/current/sql-creatematerializedview.html",children:"CREATE MATERIALIZED VIEW"})," - define a new materialized view"]}),"\n",(0,t.jsxs)(s.p,{children:[(0,t.jsx)(s.a,{href:"https://www.postgresql.org/docs/current/sql-createoperator.html",children:"CREATE OPERATOR"})," - define a new operator"]}),"\n",(0,t.jsxs)(s.p,{children:[(0,t.jsx)(s.a,{href:"https://www.postgresql.org/docs/current/sql-createopclass.html",children:"CREATE OPERATOR CLASS"})," - define a new operator class"]}),"\n",(0,t.jsxs)(s.p,{children:[(0,t.jsx)(s.a,{href:"https://www.postgresql.org/docs/current/sql-createopfamily.html",children:"CREATE OPERATOR FAMILY"})," - 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define a new schema"]}),"\n",(0,t.jsxs)(s.p,{children:[(0,t.jsx)(s.a,{href:"https://www.postgresql.org/docs/current/sql-createsequence.html",children:"CREATE SEQUENCE"})," - define a new sequence generator"]}),"\n",(0,t.jsxs)(s.p,{children:[(0,t.jsx)(s.a,{href:"https://www.postgresql.org/docs/current/sql-createserver.html",children:"CREATE SERVER"})," - define a new foreign server"]}),"\n",(0,t.jsxs)(s.p,{children:[(0,t.jsx)(s.a,{href:"https://www.postgresql.org/docs/current/sql-createstatistics.html",children:"CREATE STATISTICS"})," - define extended statistics"]}),"\n",(0,t.jsxs)(s.p,{children:[(0,t.jsx)(s.a,{href:"https://www.postgresql.org/docs/current/sql-createsubscription.html",children:"CREATE SUBSCRIPTION"})," - define a new subscription"]}),"\n",(0,t.jsxs)(s.p,{children:[(0,t.jsx)(s.a,{href:"https://www.postgresql.org/docs/current/sql-createtable.html",children:"CREATE TABLE"})," - define a new table"]}),"\n",(0,t.jsxs)(s.p,{children:[(0,t.jsx)(s.a,{href:"https://www.postgresql.org/docs/current/sql-createtableas.html",children:"CREATE TABLE AS"})," - 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define a new text search template"]}),"\n",(0,t.jsxs)(s.p,{children:[(0,t.jsx)(s.a,{href:"https://www.postgresql.org/docs/current/sql-createtransform.html",children:"CREATE TRANSFORM"})," - define a new transform"]}),"\n",(0,t.jsxs)(s.p,{children:[(0,t.jsx)(s.a,{href:"https://www.postgresql.org/docs/current/sql-createtrigger.html",children:"CREATE TRIGGER"})," - define a new trigger"]}),"\n",(0,t.jsxs)(s.p,{children:[(0,t.jsx)(s.a,{href:"https://www.postgresql.org/docs/current/sql-createtype.html",children:"CREATE TYPE"})," - define a new data type"]}),"\n",(0,t.jsxs)(s.p,{children:[(0,t.jsx)(s.a,{href:"https://www.postgresql.org/docs/current/sql-createuser.html",children:"CREATE USER"})," - define a new database role"]}),"\n",(0,t.jsxs)(s.p,{children:[(0,t.jsx)(s.a,{href:"https://www.postgresql.org/docs/current/sql-createusermapping.html",children:"CREATE USER MAPPING"})," - define a new mapping of a user to a foreign server"]}),"\n",(0,t.jsxs)(s.p,{children:[(0,t.jsx)(s.a,{href:"https://www.postgresql.org/docs/current/sql-createview.html",children:"CREATE VIEW"})," - define a new view"]}),"\n",(0,t.jsxs)(s.p,{children:[(0,t.jsx)(s.a,{href:"https://www.postgresql.org/docs/current/sql-deallocate.html",children:"DEALLOCATE"})," - deallocate a prepared statement"]}),"\n",(0,t.jsxs)(s.p,{children:[(0,t.jsx)(s.a,{href:"https://www.postgresql.org/docs/current/sql-declare.html",children:"DECLARE"})," - define a cursor"]}),"\n",(0,t.jsxs)(s.p,{children:[(0,t.jsx)(s.a,{href:"https://www.postgresql.org/docs/current/sql-delete.html",children:"DELETE"})," - delete rows of a table"]}),"\n",(0,t.jsxs)(s.p,{children:[(0,t.jsx)(s.a,{href:"https://www.postgresql.org/docs/current/sql-discard.html",children:"DISCARD"})," - discard session state"]}),"\n",(0,t.jsxs)(s.p,{children:[(0,t.jsx)(s.a,{href:"https://www.postgresql.org/docs/current/sql-do.html",children:"DO"})," - execute an anonymous code block"]}),"\n",(0,t.jsxs)(s.p,{children:[(0,t.jsx)(s.a,{href:"https://www.postgresql.org/docs/current/sql-drop-access-method.html",children:"DROP ACCESS METHOD"})," - remove an access method"]}),"\n",(0,t.jsxs)(s.p,{children:[(0,t.jsx)(s.a,{href:"https://www.postgresql.org/docs/current/sql-dropaggregate.html",children:"DROP AGGREGATE"})," - 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remove an event trigger"]}),"\n",(0,t.jsxs)(s.p,{children:[(0,t.jsx)(s.a,{href:"https://www.postgresql.org/docs/current/sql-dropextension.html",children:"DROP EXTENSION"})," - remove an extension"]}),"\n",(0,t.jsxs)(s.p,{children:[(0,t.jsx)(s.a,{href:"https://www.postgresql.org/docs/current/sql-dropforeigndatawrapper.html",children:"DROP FOREIGN DATA WRAPPER"})," - remove a foreign-data wrapper"]}),"\n",(0,t.jsxs)(s.p,{children:[(0,t.jsx)(s.a,{href:"https://www.postgresql.org/docs/current/sql-dropforeigntable.html",children:"DROP FOREIGN TABLE"})," - remove a foreign table"]}),"\n",(0,t.jsxs)(s.p,{children:[(0,t.jsx)(s.a,{href:"https://www.postgresql.org/docs/current/sql-dropfunction.html",children:"DROP FUNCTION"})," - remove a function"]}),"\n",(0,t.jsxs)(s.p,{children:[(0,t.jsx)(s.a,{href:"https://www.postgresql.org/docs/current/sql-dropgroup.html",children:"DROP GROUP"})," - remove a database role"]}),"\n",(0,t.jsxs)(s.p,{children:[(0,t.jsx)(s.a,{href:"https://www.postgresql.org/docs/current/sql-dropindex.html",children:"DROP INDEX"})," - remove an index"]}),"\n",(0,t.jsxs)(s.p,{children:[(0,t.jsx)(s.a,{href:"https://www.postgresql.org/docs/current/sql-droplanguage.html",children:"DROP LANGUAGE"})," - remove a procedural language"]}),"\n",(0,t.jsxs)(s.p,{children:[(0,t.jsx)(s.a,{href:"https://www.postgresql.org/docs/current/sql-dropmaterializedview.html",children:"DROP MATERIALIZED VIEW"})," - remove a materialized view"]}),"\n",(0,t.jsxs)(s.p,{children:[(0,t.jsx)(s.a,{href:"https://www.postgresql.org/docs/current/sql-dropoperator.html",children:"DROP OPERATOR"})," - remove an operator"]}),"\n",(0,t.jsxs)(s.p,{children:[(0,t.jsx)(s.a,{href:"https://www.postgresql.org/docs/current/sql-dropopclass.html",children:"DROP OPERATOR CLASS"})," - remove an operator class"]}),"\n",(0,t.jsxs)(s.p,{children:[(0,t.jsx)(s.a,{href:"https://www.postgresql.org/docs/current/sql-dropopfamily.html",children:"DROP OPERATOR FAMILY"})," - remove an operator family"]}),"\n",(0,t.jsxs)(s.p,{children:[(0,t.jsx)(s.a,{href:"https://www.postgresql.org/docs/current/sql-drop-owned.html",children:"DROP OWNED"})," - 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remove a rewrite rule"]}),"\n",(0,t.jsxs)(s.p,{children:[(0,t.jsx)(s.a,{href:"https://www.postgresql.org/docs/current/sql-dropschema.html",children:"DROP SCHEMA"})," - remove a schema"]}),"\n",(0,t.jsxs)(s.p,{children:[(0,t.jsx)(s.a,{href:"https://www.postgresql.org/docs/current/sql-dropsequence.html",children:"DROP SEQUENCE"})," - remove a sequence"]}),"\n",(0,t.jsxs)(s.p,{children:[(0,t.jsx)(s.a,{href:"https://www.postgresql.org/docs/current/sql-dropserver.html",children:"DROP SERVER"})," - remove a foreign server descriptor"]}),"\n",(0,t.jsxs)(s.p,{children:[(0,t.jsx)(s.a,{href:"https://www.postgresql.org/docs/current/sql-dropstatistics.html",children:"DROP STATISTICS"})," - remove extended statistics"]}),"\n",(0,t.jsxs)(s.p,{children:[(0,t.jsx)(s.a,{href:"https://www.postgresql.org/docs/current/sql-dropsubscription.html",children:"DROP SUBSCRIPTION"})," - remove a subscription"]}),"\n",(0,t.jsxs)(s.p,{children:[(0,t.jsx)(s.a,{href:"https://www.postgresql.org/docs/current/sql-droptable.html",children:"DROP TABLE"})," - 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remove a transform"]}),"\n",(0,t.jsxs)(s.p,{children:[(0,t.jsx)(s.a,{href:"https://www.postgresql.org/docs/current/sql-droptrigger.html",children:"DROP TRIGGER"})," - remove a trigger"]}),"\n",(0,t.jsxs)(s.p,{children:[(0,t.jsx)(s.a,{href:"https://www.postgresql.org/docs/current/sql-droptype.html",children:"DROP TYPE"})," - remove a data type"]}),"\n",(0,t.jsxs)(s.p,{children:[(0,t.jsx)(s.a,{href:"https://www.postgresql.org/docs/current/sql-dropuser.html",children:"DROP USER"})," - remove a database role"]}),"\n",(0,t.jsxs)(s.p,{children:[(0,t.jsx)(s.a,{href:"https://www.postgresql.org/docs/current/sql-dropusermapping.html",children:"DROP USER MAPPING"})," - remove a user mapping for a foreign server"]}),"\n",(0,t.jsxs)(s.p,{children:[(0,t.jsx)(s.a,{href:"https://www.postgresql.org/docs/current/sql-dropview.html",children:"DROP VIEW"})," - remove a view"]}),"\n",(0,t.jsxs)(s.p,{children:[(0,t.jsx)(s.a,{href:"https://www.postgresql.org/docs/current/sql-end.html",children:"END"})," - commit the current transaction"]}),"\n",(0,t.jsxs)(s.p,{children:[(0,t.jsx)(s.a,{href:"https://www.postgresql.org/docs/current/sql-execute.html",children:"EXECUTE"})," - execute a prepared statement"]}),"\n",(0,t.jsxs)(s.p,{children:[(0,t.jsx)(s.a,{href:"https://www.postgresql.org/docs/current/sql-explain.html",children:"EXPLAIN"})," - show the execution plan of a statement"]}),"\n",(0,t.jsxs)(s.p,{children:[(0,t.jsx)(s.a,{href:"https://www.postgresql.org/docs/current/sql-fetch.html",children:"FETCH"})," - retrieve rows from a query using a cursor"]}),"\n",(0,t.jsxs)(s.p,{children:[(0,t.jsx)(s.a,{href:"https://www.postgresql.org/docs/current/sql-grant.html",children:"GRANT"})," - define access privileges"]}),"\n",(0,t.jsxs)(s.p,{children:[(0,t.jsx)(s.a,{href:"https://www.postgresql.org/docs/current/sql-importforeignschema.html",children:"IMPORT FOREIGN SCHEMA"})," - import table definitions from a foreign server"]}),"\n",(0,t.jsxs)(s.p,{children:[(0,t.jsx)(s.a,{href:"https://www.postgresql.org/docs/current/sql-insert.html",children:"INSERT"})," - create new rows in a table"]}),"\n",(0,t.jsxs)(s.p,{children:[(0,t.jsx)(s.a,{href:"https://www.postgresql.org/docs/current/sql-listen.html",children:"LISTEN"})," - listen for a notification"]}),"\n",(0,t.jsxs)(s.p,{children:[(0,t.jsx)(s.a,{href:"https://www.postgresql.org/docs/current/sql-load.html",children:"LOAD"})," - load a shared library file"]}),"\n",(0,t.jsxs)(s.p,{children:[(0,t.jsx)(s.a,{href:"https://www.postgresql.org/docs/current/sql-lock.html",children:"LOCK"})," - lock a table"]}),"\n",(0,t.jsxs)(s.p,{children:[(0,t.jsx)(s.a,{href:"https://www.postgresql.org/docs/current/sql-move.html",children:"MOVE"})," - position a cursor"]}),"\n",(0,t.jsxs)(s.p,{children:[(0,t.jsx)(s.a,{href:"https://www.postgresql.org/docs/current/sql-notify.html",children:"NOTIFY"})," - generate a notification"]}),"\n",(0,t.jsxs)(s.p,{children:[(0,t.jsx)(s.a,{href:"https://www.postgresql.org/docs/current/sql-prepare.html",children:"PREPARE"})," - prepare a statement for execution"]}),"\n",(0,t.jsxs)(s.p,{children:[(0,t.jsx)(s.a,{href:"https://www.postgresql.org/docs/current/sql-prepare-transaction.html",children:"PREPARE TRANSACTION"})," - prepare the current transaction for two-phase commit"]}),"\n",(0,t.jsxs)(s.p,{children:[(0,t.jsx)(s.a,{href:"https://www.postgresql.org/docs/current/sql-reassign-owned.html",children:"REASSIGN OWNED"})," - change the ownership of database objects owned by a database role"]}),"\n",(0,t.jsxs)(s.p,{children:[(0,t.jsx)(s.a,{href:"https://www.postgresql.org/docs/current/sql-refreshmaterializedview.html",children:"REFRESH MATERIALIZED VIEW"})," - replace the contents of a materialized view"]}),"\n",(0,t.jsxs)(s.p,{children:[(0,t.jsx)(s.a,{href:"https://www.postgresql.org/docs/current/sql-reindex.html",children:"REINDEX"})," - rebuild indexes"]}),"\n",(0,t.jsxs)(s.p,{children:[(0,t.jsx)(s.a,{href:"https://www.postgresql.org/docs/current/sql-release-savepoint.html",children:"RELEASE SAVEPOINT"})," - destroy a previously defined savepoint"]}),"\n",(0,t.jsxs)(s.p,{children:[(0,t.jsx)(s.a,{href:"https://www.postgresql.org/docs/current/sql-reset.html",children:"RESET"})," - restore the value of a run-time parameter to the default value"]}),"\n",(0,t.jsxs)(s.p,{children:[(0,t.jsx)(s.a,{href:"https://www.postgresql.org/docs/current/sql-revoke.html",children:"REVOKE"})," - remove access privileges"]}),"\n",(0,t.jsxs)(s.p,{children:[(0,t.jsx)(s.a,{href:"https://www.postgresql.org/docs/current/sql-rollback.html",children:"ROLLBACK"})," - abort the current transaction"]}),"\n",(0,t.jsxs)(s.p,{children:[(0,t.jsx)(s.a,{href:"https://www.postgresql.org/docs/current/sql-rollback-prepared.html",children:"ROLLBACK PREPARED"})," - cancel a transaction that was earlier prepared for two-phase commit"]}),"\n",(0,t.jsxs)(s.p,{children:[(0,t.jsx)(s.a,{href:"https://www.postgresql.org/docs/current/sql-rollback-to.html",children:"ROLLBACK TO SAVEPOINT"})," - roll back to a savepoint"]}),"\n",(0,t.jsxs)(s.p,{children:[(0,t.jsx)(s.a,{href:"https://www.postgresql.org/docs/current/sql-savepoint.html",children:"SAVEPOINT"})," - define a new savepoint within the current transaction"]}),"\n",(0,t.jsxs)(s.p,{children:[(0,t.jsx)(s.a,{href:"https://www.postgresql.org/docs/current/sql-security-label.html",children:"SECURITY LABEL"})," - define or change a security label applied to an object"]}),"\n",(0,t.jsxs)(s.p,{children:[(0,t.jsx)(s.a,{href:"https://www.postgresql.org/docs/current/sql-select.html",children:"SELECT"})," - retrieve rows from a table or view"]}),"\n",(0,t.jsxs)(s.p,{children:[(0,t.jsx)(s.a,{href:"https://www.postgresql.org/docs/current/sql-selectinto.html",children:"SELECT INTO"})," - define a new table from the results of a query"]}),"\n",(0,t.jsxs)(s.p,{children:[(0,t.jsx)(s.a,{href:"https://www.postgresql.org/docs/current/sql-set.html",children:"SET"})," - change a run-time parameter"]}),"\n",(0,t.jsxs)(s.p,{children:[(0,t.jsx)(s.a,{href:"https://www.postgresql.org/docs/current/sql-set-constraints.html",children:"SET CONSTRAINTS"})," - set constraint check timing for the current transaction"]}),"\n",(0,t.jsxs)(s.p,{children:[(0,t.jsx)(s.a,{href:"https://www.postgresql.org/docs/current/sql-set-role.html",children:"SET ROLE"})," - set the current user identifier of the current session"]}),"\n",(0,t.jsxs)(s.p,{children:[(0,t.jsx)(s.a,{href:"https://www.postgresql.org/docs/current/sql-set-session-authorization.html",children:"SET SESSION AUTHORIZATION"})," - set the session user identifier and the current user identifier of the current session"]}),"\n",(0,t.jsxs)(s.p,{children:[(0,t.jsx)(s.a,{href:"https://www.postgresql.org/docs/current/sql-set-transaction.html",children:"SET TRANSACTION"})," - set the characteristics of the current transaction"]}),"\n",(0,t.jsxs)(s.p,{children:[(0,t.jsx)(s.a,{href:"https://www.postgresql.org/docs/current/sql-show.html",children:"SHOW"})," - show the value of a run-time parameter"]}),"\n",(0,t.jsxs)(s.p,{children:[(0,t.jsx)(s.a,{href:"https://www.postgresql.org/docs/current/sql-start-transaction.html",children:"START TRANSACTION"})," - start a transaction block"]}),"\n",(0,t.jsxs)(s.p,{children:[(0,t.jsx)(s.a,{href:"https://www.postgresql.org/docs/current/sql-truncate.html",children:"TRUNCATE"})," - empty a table or set of tables"]}),"\n",(0,t.jsxs)(s.p,{children:[(0,t.jsx)(s.a,{href:"https://www.postgresql.org/docs/current/sql-unlisten.html",children:"UNLISTEN"})," - stop listening for a notification"]}),"\n",(0,t.jsxs)(s.p,{children:[(0,t.jsx)(s.a,{href:"https://www.postgresql.org/docs/current/sql-update.html",children:"UPDATE"})," - update rows of a table"]}),"\n",(0,t.jsxs)(s.p,{children:[(0,t.jsx)(s.a,{href:"https://www.postgresql.org/docs/current/sql-vacuum.html",children:"VACUUM"})," - garbage-collect and optionally analyze a database"]}),"\n",(0,t.jsxs)(s.p,{children:[(0,t.jsx)(s.a,{href:"https://www.postgresql.org/docs/current/sql-values.html",children:"VALUES"})," - compute a set of rows"]}),"\n",(0,t.jsx)(s.p,{children:(0,t.jsx)(s.a,{href:"https://www.postgresql.org/docs/current/sql-commands.html",children:"https://www.postgresql.org/docs/current/sql-commands.html"})}),"\n",(0,t.jsx)(s.h3,{id:"pg_dumpall",children:"pg_dumpall"}),"\n",(0,t.jsx)(s.p,{children:"pg_dumpall dumps all databases in given PostgreSQL installation (cluster), and does it to plain text file. Everything goes there. Additionally, it dumpsglobalthings -- roles and tablespaces, which cannot be dumped by pg_dump."}),"\n",(0,t.jsx)(s.p,{children:"The major benefit of pg_dumpall is that it's single command, and you get results."}),"\n",(0,t.jsx)(s.p,{children:"There is huge number of drawbacks though:"}),"\n",(0,t.jsxs)(s.ul,{children:["\n",(0,t.jsx)(s.li,{children:"dump is large, because it's uncompressed"}),"\n",(0,t.jsx)(s.li,{children:"dumping is slow, because it's done sequentially, with single worker"}),"\n",(0,t.jsx)(s.li,{children:"it's hard to restore just parts of dump"}),"\n"]}),"\n",(0,t.jsx)(s.h3,{id:"pg_dump",children:"pg_dump"}),"\n",(0,t.jsx)(s.p,{children:"pg_dump, on the other hand, can't dump globals, and can dump only one database at a time. But it can use four dump formats:"}),"\n",(0,t.jsxs)(s.ul,{children:["\n",(0,t.jsx)(s.li,{children:"plain"}),"\n",(0,t.jsx)(s.li,{children:"custom"}),"\n",(0,t.jsx)(s.li,{children:"directory"}),"\n",(0,t.jsx)(s.li,{children:"tar"}),"\n"]}),"\n",(0,t.jsx)(s.p,{children:"Plain is just plain text format, just like pg_dumpall dumps. You can load it with psql, and extracting parts can be complicated if dump is large."}),"\n",(0,t.jsx)(s.p,{children:"All other formats (custom, directory, and tar) are restored using pg_restore program."}),"\n",(0,t.jsx)(s.h3,{id:"pg_basebackup",children:"pg_basebackup"}),"\n",(0,t.jsx)(s.p,{children:"Used for physical backups"}),"\n",(0,t.jsx)(s.h2,{id:"adding-hstore-in-database",children:"Adding hstore in database"}),"\n",(0,t.jsx)(s.pre,{children:(0,t.jsx)(s.code,{className:"language-sql",children:"psql -U postgres template1\ncreate extension hstore;\nq\n"})}),"\n",(0,t.jsxs)(s.p,{children:["Cannot use ",(0,t.jsx)(s.code,{children:"--keepdb"})," after this, since new db is to be created"]}),"\n",(0,t.jsx)(s.p,{children:(0,t.jsx)(s.a,{href:"https://www.depesz.com/2019/12/10/how-to-effectively-dump-postgresql-databases",children:"https://www.depesz.com/2019/12/10/how-to-effectively-dump-postgresql-databases"})})]})}function d(e={}){const{wrapper:s}={...(0,n.a)(),...e.components};return s?(0,t.jsx)(s,{...e,children:(0,t.jsx)(i,{...e})}):i(e)}},511151:(e,s,r)=>{r.d(s,{Z:()=>o,a:()=>a});var t=r(667294);const n={},l=t.createContext(n);function a(e){const s=t.useContext(l);return t.useMemo((function(){return"function"==typeof e?e(s):{...s,...e}}),[s,e])}function o(e){let s;return s=e.disableParentContext?"function"==typeof e.components?e.components(n):e.components||n:a(e.components),t.createElement(l.Provider,{value:s},e.children)}}}]); \ No newline at end of file diff --git a/assets/js/e549c26c.f9184dec.js b/assets/js/e549c26c.f9184dec.js deleted file mode 100644 index e1f021cbe6f..00000000000 --- a/assets/js/e549c26c.f9184dec.js +++ /dev/null @@ -1 +0,0 @@ -"use strict";(self.webpackChunkdeep_notes=self.webpackChunkdeep_notes||[]).push([[88720],{413881:(e,s,r)=>{r.r(s),r.d(s,{assets:()=>c,contentTitle:()=>o,default:()=>d,frontMatter:()=>l,metadata:()=>a,toc:()=>h});var t=r(785893),n=r(511151);const l={},o="Postgres Commands",a={id:"languages/sql/postgres-commands",title:"Postgres Commands",description:"brew install postgresql",source:"@site/docs/languages/sql/postgres-commands.md",sourceDirName:"languages/sql",slug:"/languages/sql/postgres-commands",permalink:"/languages/sql/postgres-commands",draft:!1,unlisted:!1,editUrl:"https://github.com/deepaksood619/deepaksood619.github.io/tree/master/docs/languages/sql/postgres-commands.md",tags:[],version:"current",lastUpdatedAt:1728328563,formattedLastUpdatedAt:"Oct 7, 2024",frontMatter:{},sidebar:"tutorialSidebar",previous:{title:"PartiQL",permalink:"/languages/sql/partiql"},next:{title:"SQL Commands",permalink:"/languages/sql/sql-commands"}},c={},h=[{value:"psql - start postgres sql query engine",id:"psql---start-postgres-sql-query-engine",level:2},{value:"Configurations",id:"configurations",level:3},{value:"Tools",id:"tools",level:2},{value:"Commands",id:"commands",level:2},{value:"pg_dumpall",id:"pg_dumpall",level:3},{value:"pg_dump",id:"pg_dump",level:3},{value:"pg_basebackup",id:"pg_basebackup",level:3},{value:"Adding hstore in database",id:"adding-hstore-in-database",level:2}];function i(e){const s={a:"a",code:"code",h1:"h1",h2:"h2",h3:"h3",li:"li",p:"p",pre:"pre",ul:"ul",...(0,n.a)(),...e.components};return(0,t.jsxs)(t.Fragment,{children:[(0,t.jsx)(s.h1,{id:"postgres-commands",children:"Postgres Commands"}),"\n",(0,t.jsx)(s.p,{children:(0,t.jsx)(s.code,{children:"brew install postgresql"})}),"\n",(0,t.jsx)(s.h2,{id:"psql---start-postgres-sql-query-engine",children:"psql - start postgres sql query engine"}),"\n",(0,t.jsx)(s.pre,{children:(0,t.jsx)(s.code,{className:"language-sql",children:"psql -h xx.xx.us-west-2.rds.amazonaws.com -p 5432 -U postgres\nxxx\n\npsql -h xx.xx.xx.xx -p 5432 -U dev -d dev_metta_pg\n\npsql -d postgres -U postgres\nxx\n\n\\d - show databases\n\\d rides; - show rides table\nselect count(*) from rides;\n\\dx - List of installed extensions\n\\l - list all databases with owner\n\\dt\n\\dt+ - you get a view of the tables in the database along with an (empty) description column\n\\dn+ - public schema indicates permissions for the postgres role\n\\du - show all users\n\\dt *.* - show all tables\n\nselect version();\nSELECT schema_name FROM information_schema.schemata;\n\ncreate user myuser with encrypted password 'mypass';\ngrant all privileges on database postgres to myuser;\npsql -h xx.xx.us-west-2.rds.amazonaws.com -p 5432 -U myuser -d postgres\n\nCREATE USER quicksight4 PASSWORD 'ac9c922490fad8cafa5d68a5';\ngrant all privileges on database postgres to quicksight4;\ngrant all privileges on database prod_metta_pg2 to quicksight4;\npsql -h xx.xx.us-west-2.rds.amazonaws.com -p 5432 -U quicksight4 -d postgres\n\nGRANT CONNECT ON DATABASE postgres TO quicksight;\nALTER DEFAULT PRIVILEGES IN SCHEMA public GRANT SELECT ON TABLES TO quicksight;\nGRANT USAGE ON SCHEMA public TO quicksight;\nGRANT SELECT ON ALL TABLES IN SCHEMA public TO quicksight;\n\nREASSIGN OWNED BY quicksight TO postgres; -- or some other trusted role\nDROP OWNED BY ryan;\nDROPUSERryan;\n"})}),"\n",(0,t.jsxs)(s.p,{children:["psql has a ",(0,t.jsx)(s.code,{children:"ECHO_HIDDEN"})," variable you can set to show (or 'echo') any SQL queries performed behind the scenes by backslash commands."]}),"\n",(0,t.jsx)(s.p,{children:(0,t.jsx)(s.code,{children:"set ECHO_HIDDEN on"})}),"\n",(0,t.jsx)(s.pre,{children:(0,t.jsx)(s.code,{className:"language-sql",children:"-- select database\n\\c [databasename]: Connect to [databasename] on local database cluster\n\nCREATE DATABASE zenalytix_db_new;\n\npsql -U abc -d zenalytix_db_new -p 5432\n\npsql -h localhost -p 5432 -U postgres -d airflow\npsql -h localhost -p 5432 -U postgres (sentry)\n\n-- get table sizes\nSELECT *, pg_size_pretty(total_bytes) AS total\n , pg_size_pretty(index_bytes) AS INDEX\n , pg_size_pretty(toast_bytes) AS toast\n , pg_size_pretty(table_bytes) AS TABLE\n FROM (\n SELECT *, total_bytes-index_bytes-COALESCE(toast_bytes,0) AS table_bytes FROM (\n SELECT c.oid,nspname AS table_schema, relname AS TABLE_NAME\n , c.reltuples AS row_estimate\n , pg_total_relation_size(c.oid) AS total_bytes\n , pg_indexes_size(c.oid) AS index_bytes\n , pg_total_relation_size(reltoastrelid) AS toast_bytes\n FROM pg_class c\n LEFT JOIN pg_namespace n ON n.oid = c.relnamespace\n WHERE relkind = 'r'\n ) a\n) a order by total_bytes desc;\n\n-- get databases sizes\nSELECT d.datname AS Name, pg_catalog.pg_get_userbyid(d.datdba) AS Owner,\n CASE WHEN pg_catalog.has_database_privilege(d.datname, 'CONNECT')\n THEN pg_catalog.pg_size_pretty(pg_catalog.pg_database_size(d.datname))\n ELSE 'No Access'\n END AS SIZE\nFROM pg_catalog.pg_database d\n ORDER BY\n CASE WHEN pg_catalog.has_database_privilege(d.datname, 'CONNECT')\n THEN pg_catalog.pg_database_size(d.datname)\n ELSE NULL\n END DESC -- nulls first\n LIMIT 20;\n\n-- table sizes\nselect table_name, pg_relation_size(quote_ident(table_name))\nfrom information_schema.tables\nwhere table_schema = 'public'\norder by 2;\n\nREINDEX DATABASE zenalytx_db_new;\nREINDEX INDEX index_name;\nREINDEX TABLE table_name;\n\nVACUUM numbers;\nVACUUM FULL; # to free up space in all the dbs\n\nSELECT table_name\nFROM information_schema.tables\nWHERE table_schema = 'public'\nORDER BY table_name;\n\n-- User Management\nCREATE USER test WITH SUPERUSER PASSWORD 'test123';\nALTER USER test WITH PASSWORD 'test1234';\nDROP USER test;\n\ndelete from task_instance where execution_date::date < '2021-01-13 21:00:00+0';\n"})}),"\n",(0,t.jsx)(s.h3,{id:"configurations",children:"Configurations"}),"\n",(0,t.jsx)(s.pre,{children:(0,t.jsx)(s.code,{className:"language-sql",children:"show statement_timeout;\nset statement_timeout to 60000; commit;\n"})}),"\n",(0,t.jsx)(s.h2,{id:"tools",children:"Tools"}),"\n",(0,t.jsxs)(s.ul,{children:["\n",(0,t.jsxs)(s.li,{children:["\n",(0,t.jsx)(s.p,{children:"pg_buffercache"}),"\n",(0,t.jsx)(s.p,{children:"see what's occupying the shared buffer cache of your instance"}),"\n"]}),"\n",(0,t.jsxs)(s.li,{children:["\n",(0,t.jsx)(s.p,{children:"pg_prewarm"}),"\n",(0,t.jsx)(s.p,{children:"load table data into either the operating system cache or the Postgres buffer cache"}),"\n"]}),"\n"]}),"\n",(0,t.jsx)(s.h2,{id:"commands",children:"Commands"}),"\n",(0,t.jsxs)(s.p,{children:[(0,t.jsx)(s.a,{href:"https://www.postgresql.org/docs/current/sql-abort.html",children:"ABORT"})," - abort the current transaction"]}),"\n",(0,t.jsxs)(s.p,{children:[(0,t.jsx)(s.a,{href:"https://www.postgresql.org/docs/current/sql-alteraggregate.html",children:"ALTER AGGREGATE"})," - change the definition of an aggregate function"]}),"\n",(0,t.jsxs)(s.p,{children:[(0,t.jsx)(s.a,{href:"https://www.postgresql.org/docs/current/sql-altercollation.html",children:"ALTER COLLATION"})," - change the definition of a collation"]}),"\n",(0,t.jsxs)(s.p,{children:[(0,t.jsx)(s.a,{href:"https://www.postgresql.org/docs/current/sql-alterconversion.html",children:"ALTER CONVERSION"})," - change the definition of a conversion"]}),"\n",(0,t.jsxs)(s.p,{children:[(0,t.jsx)(s.a,{href:"https://www.postgresql.org/docs/current/sql-alterdatabase.html",children:"ALTER DATABASE"})," - change a database"]}),"\n",(0,t.jsxs)(s.p,{children:[(0,t.jsx)(s.a,{href:"https://www.postgresql.org/docs/current/sql-alterdefaultprivileges.html",children:"ALTER DEFAULT PRIVILEGES"})," - define default access privileges"]}),"\n",(0,t.jsxs)(s.p,{children:[(0,t.jsx)(s.a,{href:"https://www.postgresql.org/docs/current/sql-alterdomain.html",children:"ALTER DOMAIN"})," - change the definition of a domain"]}),"\n",(0,t.jsxs)(s.p,{children:[(0,t.jsx)(s.a,{href:"https://www.postgresql.org/docs/current/sql-altereventtrigger.html",children:"ALTER EVENT TRIGGER"})," - change the definition of an event trigger"]}),"\n",(0,t.jsxs)(s.p,{children:[(0,t.jsx)(s.a,{href:"https://www.postgresql.org/docs/current/sql-alterextension.html",children:"ALTER EXTENSION"})," - change the definition of an extension"]}),"\n",(0,t.jsxs)(s.p,{children:[(0,t.jsx)(s.a,{href:"https://www.postgresql.org/docs/current/sql-alterforeigndatawrapper.html",children:"ALTER FOREIGN DATA WRAPPER"})," - change the definition of a foreign-data wrapper"]}),"\n",(0,t.jsxs)(s.p,{children:[(0,t.jsx)(s.a,{href:"https://www.postgresql.org/docs/current/sql-alterforeigntable.html",children:"ALTER FOREIGN TABLE"})," - change the definition of a foreign table"]}),"\n",(0,t.jsxs)(s.p,{children:[(0,t.jsx)(s.a,{href:"https://www.postgresql.org/docs/current/sql-alterfunction.html",children:"ALTER FUNCTION"})," - 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define a new database role"]}),"\n",(0,t.jsxs)(s.p,{children:[(0,t.jsx)(s.a,{href:"https://www.postgresql.org/docs/current/sql-createindex.html",children:"CREATE INDEX"})," - define a new index"]}),"\n",(0,t.jsxs)(s.p,{children:[(0,t.jsx)(s.a,{href:"https://www.postgresql.org/docs/current/sql-createlanguage.html",children:"CREATE LANGUAGE"})," - define a new procedural language"]}),"\n",(0,t.jsxs)(s.p,{children:[(0,t.jsx)(s.a,{href:"https://www.postgresql.org/docs/current/sql-creatematerializedview.html",children:"CREATE MATERIALIZED VIEW"})," - define a new materialized view"]}),"\n",(0,t.jsxs)(s.p,{children:[(0,t.jsx)(s.a,{href:"https://www.postgresql.org/docs/current/sql-createoperator.html",children:"CREATE OPERATOR"})," - define a new operator"]}),"\n",(0,t.jsxs)(s.p,{children:[(0,t.jsx)(s.a,{href:"https://www.postgresql.org/docs/current/sql-createopclass.html",children:"CREATE OPERATOR CLASS"})," - define a new operator class"]}),"\n",(0,t.jsxs)(s.p,{children:[(0,t.jsx)(s.a,{href:"https://www.postgresql.org/docs/current/sql-createopfamily.html",children:"CREATE OPERATOR FAMILY"})," - 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",(0,n.jsx)(i.code,{children:"df_comp.dax=df_comp.dax.fillna(value=df_comp.dax.mean())"})]}),"\n"]}),"\n",(0,n.jsx)(i.h2,{id:"white-noise",children:"White Noise"}),"\n",(0,n.jsxs)(i.ul,{children:["\n",(0,n.jsxs)(i.li,{children:["\n",(0,n.jsx)(i.p,{children:"A sequence of random data, where every value has a time-period associated with it."}),"\n"]}),"\n",(0,n.jsxs)(i.li,{children:["\n",(0,n.jsx)(i.p,{children:"It behaves sporadically"}),"\n"]}),"\n",(0,n.jsxs)(i.li,{children:["\n",(0,n.jsx)(i.p,{children:"For a timeseries to satisfy as White Noise, it must satisfy 3 conditions"}),"\n",(0,n.jsxs)(i.ol,{children:["\n",(0,n.jsx)(i.li,{children:"constant mean"}),"\n",(0,n.jsx)(i.li,{children:"constant variance"}),"\n",(0,n.jsx)(i.li,{children:"no aurocorrelation (no clear relationship between past and present values)"}),"\n"]}),"\n"]}),"\n"]}),"\n",(0,n.jsx)(i.h2,{id:"random-walk",children:"Random Walk"}),"\n",(0,n.jsxs)(i.ul,{children:["\n",(0,n.jsx)(i.li,{children:"A special type of time-series, where values tend to persist over time and the differences between periods are simply white noise"}),"\n",(0,n.jsxs)(i.li,{children:["Characteristics","\n",(0,n.jsxs)(i.ul,{children:["\n",(0,n.jsx)(i.li,{children:"The differences between periods are simply White Noise."}),"\n",(0,n.jsx)(i.li,{children:"The best estimator for today's values is yesterday's value"}),"\n",(0,n.jsx)(i.li,{children:"The best estimator for tomorrow's value is today's value"}),"\n"]}),"\n"]}),"\n"]}),"\n",(0,n.jsx)(i.p,{children:"Market efficiency - Measures the level of difficulty in forecasting correct future values"}),"\n",(0,n.jsx)(i.p,{children:"Arbitrage - Buy and sell commodities and make a safe profit, while the price adjusts"}),"\n",(0,n.jsx)(i.h2,{id:"stationarity",children:"Stationarity"}),"\n",(0,n.jsx)(i.p,{children:"In the most intuitive sense, stationarity means that the statistical properties of a process generating a time series do not change over time. It does not mean that the series does not change over time, just that the way it changes does not itself change over time. The algebraic equivalent is thus a linear function, perhaps, and not a constant one; the value of a linear function changes as \ud835\udc99 grows, but the way it changes remains constant - it has a constant slope; one value that captures that rate of change."}),"\n",(0,n.jsx)(i.p,{children:(0,n.jsx)(i.img,{src:s(117028).Z+"",width:"390",height:"390"})}),"\n",(0,n.jsx)(i.p,{children:"Figure 1: Time series generated by a stationary (top) and a non-stationary (bottom) processes."}),"\n",(0,n.jsx)(i.p,{children:(0,n.jsx)(i.a,{href:"https://towardsdatascience.com/stationarity-in-time-series-analysis-90c94f27322",children:"https://towardsdatascience.com/stationarity-in-time-series-analysis-90c94f27322"})}),"\n",(0,n.jsx)(i.h3,{id:"weak-form-stationarity--covariance-stationarity",children:"Weak-form stationarity / covariance stationarity"}),"\n",(0,n.jsx)(i.p,{children:"Time-series stationarity implies taking consecutive samples of data with the same size should have identical covariances regardless of the starting point."}),"\n",(0,n.jsx)(i.p,{children:(0,n.jsx)(i.img,{alt:"image",src:s(720640).Z+"",width:"1100",height:"586"})}),"\n",(0,n.jsx)(i.p,{children:"Covariance is correlation multiplied by standard deviations"}),"\n",(0,n.jsx)(i.p,{children:"Example of covariance stationarity is White Noise:"}),"\n",(0,n.jsx)(i.p,{children:(0,n.jsx)(i.img,{alt:"image",src:s(987065).Z+"",width:"1101",height:"318"})}),"\n",(0,n.jsx)(i.h3,{id:"strict-stationarity",children:"Strict Stationarity"}),"\n",(0,n.jsx)(i.p,{children:(0,n.jsx)(i.img,{alt:"image",src:s(966971).Z+"",width:"1101",height:"513"})}),"\n",(0,n.jsxs)(i.ul,{children:["\n",(0,n.jsx)(i.li,{children:"Rarely observed in nature, therefore stationarity = covariance stationarity"}),"\n"]}),"\n",(0,n.jsx)(i.h2,{id:"determining-weak-form-stationarity",children:"Determining Weak Form Stationarity"}),"\n",(0,n.jsxs)(i.ul,{children:["\n",(0,n.jsx)(i.li,{children:"Dickey-Fuller test (D-F test)"}),"\n"]}),"\n",(0,n.jsx)(i.p,{children:(0,n.jsx)(i.img,{alt:"image",src:s(885576).Z+"",width:"1098",height:"472"})}),"\n",(0,n.jsx)(i.pre,{children:(0,n.jsx)(i.code,{className:"language-bash",children:"sts.adfuller(df.market_value)\n\n(-1.7369847452352423, # T-statistics\n0.41216456967706283, # p-value 40% chance of not rejecting a null\n18, # num of lags, autocorrelation going back 18 periods\n5002, # num of observations used\n{'1%': -3.431658008603046, # critical values\n'5%': -2.862117998412982,\n'10%': -2.567077669247375},\n39904.880607487445) # estimates the maximized information criteria provided there is apparent autocorrelation\n"})}),"\n",(0,n.jsx)(i.h2,{id:"augmented-df-test",children:"augmented df test"}),"\n",(0,n.jsx)(i.p,{children:(0,n.jsx)(i.code,{children:"sts.adfuller(df.rw)"})}),"\n",(0,n.jsx)(i.p,{children:"How do we interpret a p-value result of 0.04 as an outcome of the Augmented Dickey-Fuller test?"}),"\n",(0,n.jsx)(i.p,{children:"The data in question is stationary, assuming 5% significance"}),"\n",(0,n.jsx)(i.h2,{id:"seasonality",children:"Seasonality"}),"\n",(0,n.jsx)(i.p,{children:"Trends will appear on a cyclical basis"}),"\n",(0,n.jsxs)(i.ul,{children:["\n",(0,n.jsx)(i.li,{children:"Decomposition"}),"\n"]}),"\n",(0,n.jsx)(i.p,{children:"Split into 3 effects:"}),"\n",(0,n.jsxs)(i.ul,{children:["\n",(0,n.jsx)(i.li,{children:"Trend -> Pattern"}),"\n",(0,n.jsx)(i.li,{children:"Seasonal -> Cyclical effects"}),"\n",(0,n.jsx)(i.li,{children:"Residual -> Error of prediction"}),"\n"]}),"\n",(0,n.jsx)(i.p,{children:"The difference between true values and predictions for any period"}),"\n",(0,n.jsxs)(i.ul,{children:["\n",(0,n.jsxs)(i.li,{children:["Types of Decomposition","\n",(0,n.jsxs)(i.ul,{children:["\n",(0,n.jsxs)(i.li,{children:["Naive Decomposition","\n",(0,n.jsxs)(i.ul,{children:["\n",(0,n.jsx)(i.li,{children:"Additive"}),"\n"]}),"\n"]}),"\n"]}),"\n"]}),"\n"]}),"\n",(0,n.jsx)(i.p,{children:"observed = trend + seasonal + residual"}),"\n",(0,n.jsxs)(i.ul,{children:["\n",(0,n.jsx)(i.li,{children:"Multiplicative"}),"\n"]}),"\n",(0,n.jsxs)(i.p,{children:["observed = trend ",(0,n.jsx)(i.em,{children:"seasonal"})," residual"]}),"\n",(0,n.jsx)(i.pre,{children:(0,n.jsx)(i.code,{className:"language-python",children:'from stats models.tsa.seasonal import seasonal_decompose\n\ns_dec_additive=seasonal_decompose(df.market_value,model="additive")\n\ns_dec_additive.plot()\n\nplt.show()\n\ns_dec_multiplicative=seasonal_decompose(df.market_value,model="multiplicative")\n\ns_dec_multiplicative.plot()\n\nplt.show()\n'})}),"\n",(0,n.jsx)(i.h2,{id:"correlation-between-past-and-present-values-autocorrelation",children:"Correlation between past and present values (Autocorrelation)"}),"\n",(0,n.jsx)(i.p,{children:"There is a correlation between the values of the time series and a lagged version of itself."}),"\n",(0,n.jsx)(i.h2,{id:"acf---autocorrelation-function",children:"ACF - Autocorrelation Function"}),"\n",(0,n.jsx)(i.p,{children:"The relationship between past values and the current one"}),"\n",(0,n.jsx)(i.pre,{children:(0,n.jsx)(i.code,{className:"language-python",children:'import statsmodels.graphics.tsaplots as sgt\n\nsgt.plot_acf(df.market_value,lags=40,zero=False)\n\nplt.title("ACFS&P",size=24)\n\nplt.show()\n'})}),"\n",(0,n.jsx)(i.p,{children:"Correlation can take values between -1.0 to +1.0"}),"\n",(0,n.jsxs)(i.p,{children:["Blue line shows ",(0,n.jsx)(i.strong,{children:"Significance"})]}),"\n",(0,n.jsx)(i.p,{children:(0,n.jsx)(i.img,{alt:"image",src:s(889711).Z+"",width:"1300",height:"731"})}),"\n",(0,n.jsx)(i.h2,{id:"pacf-partial-autocorrelation-function",children:"PACF (Partial Autocorrelation Function)"}),"\n",(0,n.jsx)(i.p,{children:(0,n.jsx)(i.img,{alt:"image",src:s(437145).Z+"",width:"1102",height:"478"})}),"\n",(0,n.jsx)(i.p,{children:(0,n.jsx)(i.img,{alt:"image",src:s(249798).Z+"",width:"1101",height:"619"})}),"\n",(0,n.jsx)(i.p,{children:(0,n.jsx)(i.img,{alt:"image",src:s(474077).Z+"",width:"1099",height:"570"})}),"\n",(0,n.jsx)(i.pre,{children:(0,n.jsx)(i.code,{className:"language-python",children:"sgt.plot_pacf(df.market_value,lags=40,zero=False,method=('ols'))\n\nplt.title(\"PACFS&P\",size=24)\n\nplt.show()\n"})}),"\n",(0,n.jsx)(i.h2,{id:"ols---order-of-least-squares",children:"OLS - 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Aggregating the data"}),"\n",(0,n.jsx)(i.p,{children:"Increase frequency - Approximate missing values"}),"\n",(0,n.jsxs)(i.ul,{children:["\n",(0,n.jsxs)(i.li,{children:["Requires chronological order","\n",(0,n.jsxs)(i.ul,{children:["\n",(0,n.jsx)(i.li,{children:"Choose a cut off time for train test data"}),"\n",(0,n.jsx)(i.li,{children:"Cannot shuffle data so cannot apply some ML models"}),"\n"]}),"\n"]}),"\n",(0,n.jsx)(i.li,{children:"Never satisfies Gauss-Markov assumptions"}),"\n"]}),"\n",(0,n.jsx)(i.p,{children:"Why do we decide to use the dates the values were recorded as indices, as opposed to any of the other columns?"}),"\n",(0,n.jsx)(i.p,{children:"Because all the other columns would automatically become time series, since there is a time period attached to each value."}),"\n",(0,n.jsx)(i.p,{children:"Setting the desired frequency"}),"\n",(0,n.jsx)(i.p,{children:"df_comp = df_comp.asfreq()"}),"\n",(0,n.jsx)(i.p,{children:"h - hourly"}),"\n",(0,n.jsx)(i.p,{children:"w - weekly"}),"\n",(0,n.jsx)(i.p,{children:"d - 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",(0,n.jsx)(i.code,{children:'fillna(method="ffill")'})]}),"\n",(0,n.jsxs)(i.li,{children:["Back filling: Assigns the value for the next period. ",(0,n.jsx)(i.code,{children:'fillna(method="bfill")'})]}),"\n",(0,n.jsxs)(i.li,{children:["Assigning the same value: Assign the average to all the missing values within the time-series. ",(0,n.jsx)(i.code,{children:"df_comp.dax=df_comp.dax.fillna(value=df_comp.dax.mean())"})]}),"\n"]}),"\n",(0,n.jsx)(i.h2,{id:"white-noise",children:"White Noise"}),"\n",(0,n.jsxs)(i.ul,{children:["\n",(0,n.jsxs)(i.li,{children:["\n",(0,n.jsx)(i.p,{children:"A sequence of random data, where every value has a time-period associated with it."}),"\n"]}),"\n",(0,n.jsxs)(i.li,{children:["\n",(0,n.jsx)(i.p,{children:"It behaves sporadically"}),"\n"]}),"\n",(0,n.jsxs)(i.li,{children:["\n",(0,n.jsx)(i.p,{children:"For a timeseries to satisfy as White Noise, it must satisfy 3 conditions"}),"\n",(0,n.jsxs)(i.ol,{children:["\n",(0,n.jsx)(i.li,{children:"constant mean"}),"\n",(0,n.jsx)(i.li,{children:"constant variance"}),"\n",(0,n.jsx)(i.li,{children:"no aurocorrelation (no clear relationship between past and present values)"}),"\n"]}),"\n"]}),"\n"]}),"\n",(0,n.jsx)(i.h2,{id:"random-walk",children:"Random Walk"}),"\n",(0,n.jsxs)(i.ul,{children:["\n",(0,n.jsx)(i.li,{children:"A special type of time-series, where values tend to persist over time and the differences between periods are simply white noise"}),"\n",(0,n.jsxs)(i.li,{children:["Characteristics","\n",(0,n.jsxs)(i.ul,{children:["\n",(0,n.jsx)(i.li,{children:"The differences between periods are simply White Noise."}),"\n",(0,n.jsx)(i.li,{children:"The best estimator for today's values is yesterday's value"}),"\n",(0,n.jsx)(i.li,{children:"The best estimator for tomorrow's value is today's value"}),"\n"]}),"\n"]}),"\n"]}),"\n",(0,n.jsx)(i.p,{children:"Market efficiency - Measures the level of difficulty in forecasting correct future values"}),"\n",(0,n.jsx)(i.p,{children:"Arbitrage - Buy and sell commodities and make a safe profit, while the price adjusts"}),"\n",(0,n.jsx)(i.h2,{id:"stationarity",children:"Stationarity"}),"\n",(0,n.jsx)(i.p,{children:"In the most intuitive sense, stationarity means that the statistical properties of a process generating a time series do not change over time. It does not mean that the series does not change over time, just that the way it changes does not itself change over time. The algebraic equivalent is thus a linear function, perhaps, and not a constant one; the value of a linear function changes as \ud835\udc99 grows, but the way it changes remains constant - it has a constant slope; one value that captures that rate of change."}),"\n",(0,n.jsx)(i.p,{children:(0,n.jsx)(i.img,{alt:"image",src:s(567444).Z+"",width:"390",height:"390"})}),"\n",(0,n.jsx)(i.p,{children:"Figure 1: Time series generated by a stationary (top) and a non-stationary (bottom) processes."}),"\n",(0,n.jsx)(i.p,{children:(0,n.jsx)(i.a,{href:"https://towardsdatascience.com/stationarity-in-time-series-analysis-90c94f27322",children:"https://towardsdatascience.com/stationarity-in-time-series-analysis-90c94f27322"})}),"\n",(0,n.jsx)(i.h3,{id:"weak-form-stationarity--covariance-stationarity",children:"Weak-form stationarity / covariance stationarity"}),"\n",(0,n.jsx)(i.p,{children:"Time-series stationarity implies taking consecutive samples of data with the same size should have identical covariances regardless of the starting point."}),"\n",(0,n.jsx)(i.p,{children:(0,n.jsx)(i.img,{alt:"image",src:s(720640).Z+"",width:"1100",height:"586"})}),"\n",(0,n.jsx)(i.p,{children:"Covariance is correlation multiplied by standard deviations"}),"\n",(0,n.jsx)(i.p,{children:"Example of covariance stationarity is White Noise:"}),"\n",(0,n.jsx)(i.p,{children:(0,n.jsx)(i.img,{alt:"image",src:s(987065).Z+"",width:"1101",height:"318"})}),"\n",(0,n.jsx)(i.h3,{id:"strict-stationarity",children:"Strict Stationarity"}),"\n",(0,n.jsx)(i.p,{children:(0,n.jsx)(i.img,{alt:"image",src:s(966971).Z+"",width:"1101",height:"513"})}),"\n",(0,n.jsxs)(i.ul,{children:["\n",(0,n.jsx)(i.li,{children:"Rarely observed in nature, therefore stationarity = covariance stationarity"}),"\n"]}),"\n",(0,n.jsx)(i.h2,{id:"determining-weak-form-stationarity",children:"Determining Weak Form Stationarity"}),"\n",(0,n.jsxs)(i.ul,{children:["\n",(0,n.jsx)(i.li,{children:"Dickey-Fuller test (D-F 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stationary, assuming 5% significance"}),"\n",(0,n.jsx)(i.h2,{id:"seasonality",children:"Seasonality"}),"\n",(0,n.jsx)(i.p,{children:"Trends will appear on a cyclical basis"}),"\n",(0,n.jsxs)(i.ul,{children:["\n",(0,n.jsx)(i.li,{children:"Decomposition"}),"\n"]}),"\n",(0,n.jsx)(i.p,{children:"Split into 3 effects:"}),"\n",(0,n.jsxs)(i.ul,{children:["\n",(0,n.jsx)(i.li,{children:"Trend -> Pattern"}),"\n",(0,n.jsx)(i.li,{children:"Seasonal -> Cyclical effects"}),"\n",(0,n.jsx)(i.li,{children:"Residual -> Error of prediction"}),"\n"]}),"\n",(0,n.jsx)(i.p,{children:"The difference between true values and predictions for any period"}),"\n",(0,n.jsxs)(i.ul,{children:["\n",(0,n.jsxs)(i.li,{children:["Types of Decomposition","\n",(0,n.jsxs)(i.ul,{children:["\n",(0,n.jsxs)(i.li,{children:["Naive Decomposition","\n",(0,n.jsxs)(i.ul,{children:["\n",(0,n.jsx)(i.li,{children:"Additive"}),"\n"]}),"\n"]}),"\n"]}),"\n"]}),"\n"]}),"\n",(0,n.jsx)(i.p,{children:"observed = trend + seasonal + 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