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jaysinghr/README.md

Hey there I'm Jay ๐Ÿ‘จโ€๐Ÿ’ป

A Machine Learning Engineer from India.

About Me

Hi there! I'm Jaydeepsinh Rajput, a Machine Learning Engineer with a drive to contribute to open-source projects. I'm currently working as a Data Science Developer 2 at Oracle.

  • ๐Ÿ”ญ Iโ€™m currently working as a Data Science Developer 2 at Oracle.
  • ๐ŸŒฑ Delving into Natural Language Processing, Generative AI and Distributed Training at Scale.
  • ๐Ÿ˜„ Pronouns: He/His/Him.
  • โšก Fun fact: I enjoy Exploring trails on my bike, conquering the pool laps, Always up for trying a new restaurant or exotic dish and Cheering on my favorite teams, playing for fun. Sometimes, Schooling myself on the nuances of stock trading and investment strategies.
  • ๐Ÿ“ซ How to reach me: Linkedin Badge

๐Ÿ“ƒ Resume

Skills

Programming Languages

๐Ÿ Python, C++ (Beginner)

Machine Learning & Deep Learning

๐Ÿค– Machine Learning, Natural Language Processing, Data Science, Deep Learning, Stable Diffusion, Language Modeling, Generative AI, Artificial Intelligence, Large Language Models, LLM-Finetuning

Machine Learning Frameworks & Libraries

๐Ÿ› ๏ธ PyTorch, Transformers, Datasets, Accelerate, Diffusers, PEFT, Tokenizer, Timm, Langchain, Fastai, TensorFlow, Keras, Scikit-Learn, SciPy, Matplotlib, Pandas, NumPy, CUDA

Cloud Platforms

โ˜๏ธ Oracle Cloud, Azure Cloud, AWS, Google Cloud, OpenStack

DevOps & CI/CD

๐Ÿš€ Microservices, Docker, Kubernetes, GitLab CI, Terraform

Web Development

๐ŸŒ Django, Flask, Streamlit, Gradio

Version Control & Collaboration

๐Ÿ”— Git, GitHub, GitLab, Confluence, Jira

Other

๐Ÿ› ๏ธ Postman, Rancher


Experience

Data Science Developer 2 ๐Ÿš€

๐Ÿ‘จโ€๐Ÿ’ป Company: Oracle
๐Ÿ“† Dates: October 2021 - Present
๐Ÿ“ Location: Bengalore, India

Achievements/Tasks:

  • ๐Ÿš€ Building a Data Science and Analytics platform offering a pre-configured multi-tenant environment to accelerate (by approximately 20%) Data Science, Machine Learning, Deep Learning, and Generative AI projects for Oracle Teams and their clients using Oracle Cloud services.
  • ๐Ÿ”— Integrated OCI (Oracle Cloud Infrastructure) services such as OCI Data Science, Generative AI, Generative AI Agents, and Digital Assistants with our Data Science and Analytics platform.
  • ๐ŸŽฏ Maintaining Gitlab, custom Python Package PyPi registry and Conda environments for diverse Machine Learning tasks.

Systems Engineer ๐Ÿš€

๐Ÿ‘จโ€๐Ÿ’ป Company: Tata Consultancy Services
๐Ÿ“† Dates: July 2017 - October 2021
๐Ÿ“ Location: Hyderabad, India

Achievements/Tasks:

  • โณ Decreased data annotation time by approximately 50% by introducing a tool for annotating data for NLP/NLU tasks, specially for Named Entity Recognition tasks.
  • ๐ŸŽฏ Acquired a customer by building a Proof of Concept (PoC) for Anomaly Detection from images using a deep learning model with 92% accuracy.
  • ๐Ÿš€ Built vehicle detector and tracker using YOLO for Automated Parking Allocation System.

๐Ÿ“š Education ๐Ÿ’ก

๐Ÿ“– Master of Computer Application
๐Ÿ“† 2015 - 2019
๐Ÿ“ Gujarat Technological University - Ahmedabad, India


Projects

Oracle Cloud - RAG Application based on LLAMA 2 ๐Ÿš€

๐Ÿ‘จโ€๐Ÿ’ป Company: Oracle

  • Developed a Proof of Concept (PoC) for a Retrieval Augmented Generation (RAG) application using Oracle Cloud user guide, incorporating Hugging Face pipeline and FAISS database to store embedding vectors.
  • Integrated Langchain for chat functionality to enhance the RAG application's capabilities.
  • Utilized LLAMA 2 framework to build and optimize the Oracle Cloud-based RAG application for efficient performance.

minimalai - A Flexible Deep Learning Framework ๐Ÿš€

๐Ÿ‘จโ€๐Ÿ’ป Company: Personal Project - minimalai

  • Developed 'MinimalAI', a custom Deep Learning framework using Python, from scratch, enabling flexible adaptation for various use cases.
  • Developed comprehensive notebooks encompassing diverse subjects, exercises, and practical applications following Jeremy Howard's Deep Learning Foundations to Stable Diffusion course.

NLP/NLU based Search Engine/Chatbot ๐Ÿš€

๐Ÿ‘จโ€๐Ÿ’ป Company: Tata Consultancy Services

  • Developed a Named Entity Recogniser (NER) and Relation Extractor (RE) model achieving an accuracy rate of approximately 81% for Nokia's technical documents to enhance information retrieval.
  • Developed a table parser utilizing Python to extract Named Entities and Relations from document tables, achieving a remarkable accuracy rate of approximately 92%.
  • Automated Openstack cloud VM backup & restore and MongoDB dump process, reducing manual backup time by 70%.

Vehicle Detection and Counting ๐Ÿš€

๐Ÿ‘จโ€๐Ÿ’ป Company: Tata Consultancy Services

  • Developed and implemented a vehicle detection system utilizing the YOLO algorithm within the Darknet architecture, achieving an accuracy of approximately 84%.
  • Integrated tracking and counting functionality for vehicles by utilizing Dlib and OpenCV libraries.

Circuit Anomaly Detection using Custom CNN ๐Ÿš€

๐Ÿ‘จโ€๐Ÿ’ป Company: Tata Consultancy Services

  • Developed a custom Convolutional Neural Network (CNN) architecture tailored to the specific characteristics of circuit images, achieving a high accuracy of approximately 96%.
  • Utilized Python and Keras to preprocess circuit images and train the CNN model for anomaly detection.

๐ŸŽ“ Courses & Certificates ๐Ÿ†

๐Ÿš€ Create an intelligent document processing solution with Azure AI Document Intelligence (Microsoft, 2023)
๐Ÿ‘๏ธ Build an Azure AI Vision solution (Microsoft, 2023)
๐Ÿ“š Build a natural language processing solution with Azure AI Language (Microsoft, 2023)
๐ŸŒ Finetuning Large Language Models (DeepLearning.AI, 2023)
๐Ÿ” How Diffusion Models Work (Deep Learning.AI, 2023)
๐Ÿ’ก Deep Learning Foundations to Stable Diffusion (Fast AI, 2023)
๐Ÿค– Practical Deep Learning for Coders Part 1 (Fast AI, 2023)
๐ŸŒฉ๏ธ Oracle Cloud Data Science Professional (Oracle Cloud, 2022)
๐Ÿ”ฎ Oracle Cloud Foundations (Oracle Cloud, 2021)
๐Ÿ› ๏ธ Applied Machine Learning Course (Applied AI Course, 2019-2020)
๐Ÿง  Turing Machine - Digital Machine Learning Engineer (Tata Consultancy Services, 2018)


๐Ÿ“ซ Get in Touch

๐Ÿ“ง Email: [email protected]
๐Ÿ’ผ LinkedIn: jaydeepsinh-rajput


Jayโ€™s github stats

Top Langs

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  1. Machine_Learning Machine_Learning Public

    This is a combination of custom implemented Machine Learning algos and Case Studies.

    Jupyter Notebook

  2. Deep_Learning Deep_Learning Public

    This is a combination of custom implemented Deep Learning algos and Case Studies.

    Jupyter Notebook

  3. DL-to-Diffusion DL-to-Diffusion Public

    Deep Learning Foundations to Stable Diffusion

    Jupyter Notebook

  4. Language_Modelling Language_Modelling Public

    This repository is dedicated to showcasing state-of-the-art Retrieval Augmented Generation (RAG) pipelines, fine-tuning techniques for language models.

    Jupyter Notebook

  5. hand_face_detection hand_face_detection Public

    PowerShell

  6. DataStructures-Algorithm DataStructures-Algorithm Public

    C++