Andrew Ng's Machine Learning Course Examples in Python
- Programming Exercise 1: Linear Regression
- Linear regression with one variable
- Linear regression with multiple variables
- Programming Exercise 2: Logistic Regression
- Logistic Regression
- Regularized logistic regression
- Programming Exercise 3: Multi-class Classiffication and Neural Networks
- Multi-class Classiffication
- Neural Networks
- Programming Exercise 4: Neural Networks Learning
- Neural Networks
- Backpropagation
- Programming Exercise 5: Regularized Linear Regression and Bias v.s. Variance
- Bias-variance
- Polynomial regression
- Programming Exercise 6: Support Vector Machines
- Play with data with SVM
- Spam Classification