Code Repository for Massive Open Online Courses (MOOCs)

This is a repository of self-worked example code for MOOCs.

List of MOOCs

Data Science and Machine Learning

Introduction to Data Science in Python by Dr. Christopher Brooks at University of Michigan

• Week-01: Python Fundamentals
• Week-02: Basic Data Processing with Pandas
• Week-03: Advanced Python Pandas
• Week-04: Statistical Analysis in Python and Project

Machine Learning by Dr. Andrew Ng at Stanford University and Baidu

• Week-01: Introduction
• Week-02: Multivariate Linear Regression
• Week-03: Logistic Regression
• Week-04: Neural Networks - Representation
• Week-05: Neural Networks - Learning

Computational Thinking

Algorithms and Data Structures in Python by Holczer Balazs

• Section-01: Introduction
  • Complexity Theory Basics
• Section-02: Data Structures - Arrays
• Section-03: Data Structures - Linked Lists
• Section-04: Data Structures - Stacks and Queues
• Section-05: Data Structures - Binary Search Trees

Data Structures and Algorithms in JavaScript by Kyle Shevlin

• Lesson-01: Course Introduction: Data Structures and Algorithms in JavaScript
• Lesson-02: Queue Data Structure in JavaScript
• Lesson-03: Priority Queue JavaScript Data Structure
• Lesson-04: Stack Data Structure in JavaScript
• Lesson-05: Linked List Data Structure in JavaScript
• Lesson-06: JavaScript Graph Data Structure
• Lesson-07: Breadth First JavaScript Search Algorithm for Graphs
• Lesson-08: Write a Depth First Search Algorithm for Graphs in JavaScript
• Lesson-09: Tree Data Structure in JavaScript
• Lesson-10: Build a Binary Tree in JavaScript and Several Traversal Algorithms
• Lesson-11: Sort an Array with a JavaScript do while Loop Using Bubble Sort
• Lesson-12: Sort an Array with a Nested for Loop using Insertion Sort in JavaScript
• Lesson-13: Divide and Recurse Over an Array with Merge Sort in JavaScript
• Lesson-14: Recursively Sort an Array in JavaScript with Quick Sort

Programming

The Beginner's Guide to React by Kent C. Dodds

• Lesson-01: Introduction to The Beginner's Guide to ReactJS
• Lesson-02: Create HTML Elements with React's createElement API
• Lesson-03: Replace React createElement Function Call with JSX
• Lesson-04: Create a Simple Reusable React Component
• Lesson-05: Validate Custom React Component Props with PropTypes
• Lesson-06: Conditionally Render A React Component
• Lesson-07: Rerender a React Application
• Lesson-08: Style React Components with className and In-line Styles
• Lesson-09: Use Event Handlers with React
• Lesson-10: Use Component State with React
• Lesson-11: Stop Memory Leaks with componentWillUnmount Lifecycle Method in React
• Lesson-12: Use Class Components with React
• Lesson-13: Manipulate the DOM with React refs
• Lesson-14: Make Basic Forms with React
• Lesson-15: Make Dynamic Forms with React
• Lesson-16: Controlling Form Values with React
• Lesson-17: Use the key Prop when Rendering a List with React
• Lesson-18: Make HTTP Requests with React
• Lesson-19: Build and Deploy a React Application

Build a GraphQL Server by Josh Black

• Lesson-01: Create a GraphQL Schema
• Lesson-02: Use GraphQL Primitive Types
• Lesson-03: Use GraphQL's Object Type for Basic Types
• Lesson-04: Use GraphQL's List Type for Collections
• Lesson-05: Serve a GraphQL Schema as Middleware in Express
• Lesson-06: Write a GraphQL Schema in JavaScript
• Lesson-07: Use Arguments in a GraphQL Query
• Lesson-08: Use GraphQLNonNull for Required Fields
• Lesson-09: Use GraphQLList with GraphQLObject Types
• Lesson-10: Write a GraphQL Mutation
• Lesson-11: Create an Input Object Type for Complex Mutations
• Lesson-12: Add an Interface to a GraphQL Schema