Introduction
Linear Regression with One Variable
Linear Algebra Review
Linear Regression with Multiple Variables
Octave Tutorial
Exercise 1
Logistic Regression
Regularization
Exercise 2
Neural Networks: Representation
Exercise 3
Neural Networks: Learning
Exercise 4
Advice for Applying Machine Learning
Machine Learning System Design
Exercise 5
Support Vector Machines
Exercise 6
Unsupervised Learning
Dimensionality Reduction
Exercise 7
Anomaly Detection
Recommender Systems
Exercise 8
Large Scale Machine Learning
Application Example: Photo OCR