updated docs

docs/ai/others-resources-interview.md

@@ -194,7 +194,7 @@
 - https://i.am.ai/roadmap
 - https://github.com/MrMimic/data-scientist-roadmap
 
-![image](../../media/Others-Resources-Interview-image1.jpg)
+![image](../media/Others-Resources-Interview-image1.jpg)
 
 - https://github.com/tirthajyoti/Data-science-best-resources/blob/master/README
 - https://github.com/FavioVazquez/ds-cheatsheets

docs/computer-science/interview-question/coding-interview-questions.md

@@ -2,11 +2,10 @@
 
 Platforms
 
-[https://coderpad.io](https://coderpad.io/)
+- [https://coderpad.io](https://coderpad.io/)
+- [https://codeshare.io](https://codeshare.io/)
 
-[https://codeshare.io](https://codeshare.io/)
-
-https://foobar.withgoogle.com- print - given `n*m` print incrementally in clockwise direction
+https://foobar.withgoogle.com - print - given `n*m` print incrementally in clockwise direction
 
 ```bash
 1 2 3
@@ -76,24 +75,24 @@ len(list(permutations('abcde', 5)))
 ## Others
 
 - https://www.geeksforgeeks.org/split-the-given-array-into-k-sub-arrays-such-that-maximum-sum-of-all-sub-arrays-is-minimum
-- https://practice.geeksforgeeks.org/problems/lru-cache/1- **Interview (medium difficulty) - https://practice.geeksforgeeks.org/problems/largest-even-number3821/1#_=_**
-- **Easy (5-10 mins max) - [https://practice.geeksforgeeks.org/problems/leaders-in-an-array-1587115620/1#](https://practice.geeksforgeeks.org/problems/leaders-in-an-array-1587115620/1)**
-- **Easy (5-10 mins max) - https://practice.geeksforgeeks.org/problems/non-repeating-element3958/1**
+- https://practice.geeksforgeeks.org/problems/lru-cache/1- Interview (medium difficulty) - https://practice.geeksforgeeks.org/problems/largest-even-number3821/1#_=_
+- Easy (5-10 mins max) - [https://practice.geeksforgeeks.org/problems/leaders-in-an-array-1587115620/1#](https://practice.geeksforgeeks.org/problems/leaders-in-an-array-1587115620/1)
+- Easy (5-10 mins max) - https://practice.geeksforgeeks.org/problems/non-repeating-element3958/1
 - [**https://practice.geeksforgeeks.org/problems/trapping-rain-water-1587115621/1**](https://practice.geeksforgeeks.org/problems/trapping-rain-water-1587115621/1)
 - [**https://practice.geeksforgeeks.org/problems/sort-an-array-of-0s-1s-and-2s4231/1**](https://practice.geeksforgeeks.org/problems/sort-an-array-of-0s-1s-and-2s4231/1)- https://www.geeksforgeeks.org/find-a-tour-that-visits-all-stations
 - https://www.geeksforgeeks.org/find-local-minima-array
 - https://www.geeksforgeeks.org/equilibrium-index-of-an-array
 - Given k sorted arrays of size n each, merge them and print the sorted output.
 - https://www.hackerrank.com/challenges/qheap1/problem
-- [Circular Array Rotation](https://www.hackerrank.com/challenges/circular-array-rotation/problem)
+- Easy (multiple platforms available) - [Circular Array Rotation](https://www.hackerrank.com/challenges/circular-array-rotation/problem)
 - https://practice.geeksforgeeks.org/problems/sort-in-specific-order2422/1
 - https://www.geeksforgeeks.org/print-nodes-at-k-distance-from-root
 - https://www.geeksforgeeks.org/tree-isomorphism-problem
 - https://practice.geeksforgeeks.org/problems/determine-if-two-trees-are-identical/1
-- https://practice.geeksforgeeks.org/problems/check-for-balanced-tree/1- **Medium (O(n)/O(nlogn) - 10 mins, corner cases) - https://www.hackerrank.com/challenges/flatland-space-stations/problem**
-- **Medium - https://www.hackerrank.com/challenges/bigger-is-greater/problem**
-- **Medium - https://www.hackerrank.com/challenges/beautiful-triplets/problem**
-- **Medium - https://www.hackerrank.com/challenges/kaprekar-numbers/problem** - https://practice.geeksforgeeks.org/problems/coin-change2448/1
+- https://practice.geeksforgeeks.org/problems/check-for-balanced-tree/1- **Medium (O(n)/O(nlogn) - 10 mins, corner cases) - https://www.hackerrank.com/challenges/flatland-space-stations/problem
+- Medium - https://www.hackerrank.com/challenges/bigger-is-greater/problem
+- Medium - https://www.hackerrank.com/challenges/beautiful-triplets/problem
+- Medium - https://www.hackerrank.com/challenges/kaprekar-numbers/problem - https://practice.geeksforgeeks.org/problems/coin-change2448/1
 - Medium - [Climbing the Leaderboard | HackerRank](https://www.hackerrank.com/challenges/climbing-the-leaderboard/problem?isFullScreen=true)
 
 ## Sources

docs/courses/readme.md

@@ -7,11 +7,11 @@
 3. [Data Integration Specialist - AWS](courses/data-integration-specialist-aws.md)
 4. [Big Data Computing](courses/course-big-data-computing-nptel.md)
 5. Specialization - ML with TensorFlow on GCP (15 Jun'2018 - 15 July'2018)
-  1. [Coursera - How Google does ML](courses/coursera-how-google-does-ml.md)
-  2. [Intro to Tensorflow](courses/course-intro-to-tensorflow.md)
-  3. [Launching into ML](courses/course-launching-into-ml.md)
-  4. [Feature Engineering](courses/course-feature-engineering.md)
-  5. [Art and Science of ML](courses/course-art-and-science-of-ml.md)
+1. [Coursera - How Google does ML](courses/coursera-how-google-does-ml.md)
+2. [Intro to Tensorflow](courses/course-intro-to-tensorflow.md)
+3. [Launching into ML](courses/course-launching-into-ml.md)
+4. [Feature Engineering](courses/course-feature-engineering.md)
+5. [Art and Science of ML](courses/course-art-and-science-of-ml.md)
 6. TheSchoolOfAI - Decentralized Applications (10 Sept'2018 - 16 Oct'2018)
 7. [TheSchoolOfAI - Move37](ai/move-37/readme.md) (10 Sept'2018 - 16 Oct'2018)
 8. [Professional Data Engineer (PDE)](courses/google-professional-data-engineer-pde.md)

docs/devops/kubernetes/architecture.md

@@ -2,27 +2,25 @@
 
 ## Kubernetes Architecture
 
-- **Kubernetes Master Node**
+### Kubernetes Master Node
 
-API Server
+- API Server
+- Scheduler
+- Controller (Coordinator of entire cluster) / watches the desired state it manages
+- Distributed key-value store - etcd (distributed key value database, single source of truth)
 
-Scheduler
+### Kubernetes Worker Nodes
 
-Controller (Coordinator of entire cluster) / watches the desired state it manages
-
-- **Kubernetes Worker Nodes**
-  - kube-proxy (ensure that communication is running between all the containers)
-  - kubelet (report health to etcd and the kubernetes master)
-  - Supervisord (Docker and kubelet are packaged into this layer. A process manager where you can run multiple processes, inside one parent process)
-  - fluentd (responsible for managing the logs and talking to the central logging service)
+- kube-proxy (ensure that communication is running between all the containers)
+- kubelet (report health to etcd and the kubernetes master)
+- Supervisord (Docker and kubelet are packaged into this layer. A process manager where you can run multiple processes, inside one parent process)
+- fluentd (responsible for managing the logs and talking to the central logging service)
 
 ### Registry
 
 - DockerHub
 - GoogleCloud / ECR
 
-- **Distributed key-value store (**etcd (distributed key value database, single source of truth))
-
 ![image](../../media/DevOps-Kubernetes-Architecture-image1.jpg)
 
 ![image](../../media/DevOps-Kubernetes-Architecture-image2.jpg)

docs/devops/kubernetes/operators.md

@@ -10,9 +10,13 @@ To be able to make the most of Kubernetes, you need a set of cohesive APIs to ex
 
 It builds upon the basic Kubernetes **resource** and **controller** concepts but includes domain or application-specific **knowledge** to automate common tasks.
 
-## Resources - Pod, ConfigMap, Route
+## Resources
 
-## Controllers - ReplicaSet, DaemonSet, Deployment
+- Pod, ConfigMap, Route
+
+## Controllers
+
+- ReplicaSet, DaemonSet, Deployment
 
 ## Domain or Application Specific Knowledge
 
@@ -27,9 +31,7 @@ It builds upon the basic Kubernetes **resource** and **controller** concepts but
 ## Operator Framework
 
 1. Operator SDK
-
 2. Operator LifeCycle Manager
-
 3. Operator Metering
 
 ## Game Changer
@@ -58,25 +60,11 @@ Custom Resources/Controllers - https://kubernetes.io/docs/concepts/extend-kubern
 
 ## Capabilities
 
-1. Basic Install
-
-Automated application provisioning and configuration management
-
-2. Seamless Upgrades
-
-Patch and minor version upgrades supported
-
-3. Full Lifecycle
-
-App lifecycle, storage lifecycle (backup, failure recovery)
-
-4. Deep Insights
-
-Metrics, alerts, log processing and workload analysis
-
-5. Auto Pilot
-
-Horizontal/vertical scaling, auto config tuning, abnormal detection, scheduling tuning
+1. Basic Install - Automated application provisioning and configuration management
+2. Seamless Upgrades - Patch and minor version upgrades supported
+3. Full Lifecycle - App lifecycle, storage lifecycle (backup, failure recovery)
+4. Deep Insights - Metrics, alerts, log processing and workload analysis
+5. Auto Pilot - Horizontal/vertical scaling, auto config tuning, abnormal detection, scheduling tuning
 
 ## Creating
 
@@ -119,18 +107,11 @@ https://github.com/coreos/prometheus-operator/tree/master/contrib/kube-prometheu
 
 ## References
 
-https://github.com/operator-framework
-
-https://coreos.com/operators
-
-https://github.com/operator-framework/awesome-operators
-
-https://cloud.google.com/blog/products/containers-kubernetes/best-practices-for-building-kubernetes-operators-and-stateful-apps
-
-https://github.com/kubernetes-sigs/kubebuilder
-
-https://book.kubebuilder.io
-
-https://codeengineered.com/blog/2018/kubernetes-helm-related-tools
-
-https://medium.com/@cloudark/kubernetes-operators-and-helm-it-takes-two-to-tango-3ff6dcf65619
+- https://github.com/operator-framework
+- https://coreos.com/operators
+- https://github.com/operator-framework/awesome-operators
+- https://cloud.google.com/blog/products/containers-kubernetes/best-practices-for-building-kubernetes-operators-and-stateful-apps
+- https://github.com/kubernetes-sigs/kubebuilder
+- https://book.kubebuilder.io
+- https://codeengineered.com/blog/2018/kubernetes-helm-related-tools
+- https://medium.com/@cloudark/kubernetes-operators-and-helm-it-takes-two-to-tango-3ff6dcf65619

docs/languages/golang/intro.md

@@ -22,12 +22,9 @@ Go is fast! Go is extremely fast. The performance is similar to that of Java or
 - Goroutines
 - Channels
   - Channel are typed values that allow goroutines to synchronize and exchange information.
-- Select
-
-The select statement is like a switch, but the decision is based on ability to communicate rather than equal values
-
-- Support for Interfaces and Type embedding.
-- Production of statically linked native binaries without external dependencies.
+- Select - The select statement is like a switch, but the decision is based on ability to communicate rather than equal values
+- Support for Interfaces and Type embedding
+- Production of statically linked native binaries without external dependencies
 
 ## Features excluded intentionally
 
@@ -40,26 +37,17 @@ The select statement is like a switch, but the decision is based on ability to c
 
 ## Installing
 
-brew install go
+`brew install go`
 
 ## References
 
-https://www.tutorialspoint.com/go
-
-https://learnxinyminutes.com/docs/go
-
-https://golang.org/doc/code.html
-
-https://productcoalition.com/reasons-why-golang-is-better-than-other-programming-languages-4714082bb1b1
-
-https://www.toptal.com/go/golang-oop-tutorial
-
-https://youtu.be/MKkokYpGyTU
-
-[Introduction to Go Programming for beginners](https://www.youtube.com/watch?v=jpKysZwllVw&ab_channel=ThatDevOpsGuy)
-
-https://www.freecodecamp.org/news/learn-go-by-building-11-projects
-
-[Writing our own Concurrent Thread safe Queue - YouTube](https://www.youtube.com/watch?v=oYoVx8ZuvTw)
-
-[Go Programming Tutorial – 3 Beginner Projects - YouTube](https://www.youtube.com/watch?v=k_V5VvYSlS4)
+- https://www.tutorialspoint.com/go
+- https://learnxinyminutes.com/docs/go
+- https://golang.org/doc/code.html
+- https://productcoalition.com/reasons-why-golang-is-better-than-other-programming-languages-4714082bb1b1
+- https://www.toptal.com/go/golang-oop-tutorial
+- https://youtu.be/MKkokYpGyTU
+- [Introduction to Go Programming for beginners](https://www.youtube.com/watch?v=jpKysZwllVw&ab_channel=ThatDevOpsGuy)
+- https://www.freecodecamp.org/news/learn-go-by-building-11-projects
+- [Writing our own Concurrent Thread safe Queue - YouTube](https://www.youtube.com/watch?v=oYoVx8ZuvTw)
+- [Go Programming Tutorial – 3 Beginner Projects - YouTube](https://www.youtube.com/watch?v=k_V5VvYSlS4)