Machine Learning By Stanford on Coursera

Instructor: Andrew Ng.

Week 1

Quizzes

• Introduction
• Linear Regression With One Variable
• Linear Algebra

Week 2

Quizzes

• Linear Regression With Multiple Variables
• Octave/Matlab Tutorial

Programming Exercises

• Questions and Explanation
• Exercise 1
  • Warm Up Exercise
  • Compute Cost for One Variable
  • Compute Cost For Multiple Variables
  • Gradient Descent For One Variable
  • Gradient Descent For Multiple Variables

Week 3

Quizzes

• Logistic Regression
• Regularization

Programming Exercises

• Questions
• Exercise 2
  • Sigmoid Function
  • Logistic Regression Cost
  • Logistic Regression Gradient
  • Regularized Logistic Regression Cost
  • Regularized Logistic Regression Gradient
  • Predict

Week 4

Quizzes

Programming Exercises