1. Probability Review

- Slides: view

2. Optimality of Bayes Classifier

- Reading: view

3. Binary Classifiers: Perceptron/ Support Vector Machine

- Slides: view

4. Principal Component Analysis

- Slides: view

Click here to go to SVD intro.

5. VC Dimension (short illustration)

Click here to go to an illustration example.

6. Coding: PCA

- Code: download