Class 1. 01/03/2020
- Overview
- Sets and Counting
- Probability Spaces
- Multiple events, conditioning and independence
- Class 1 Material
- Additional material
Class 2. 01/17/2020
- Random variable, expectation and variance
- Modeling data with probability distributions
- Classification with generative models I
- Class 2 Material
- Additional material
Class 3. 01/31/2020
- Classification with generative models II
- Class 3 Material
- Additional material 1
- Additional material 2
- Additional material 3
- Additional material 4
Class 4. 02/14/2020
- Classification with discriminative models
- Clustering
- Matrix Factorization
- Class 4 Material
- Additional material 1
- Additional material 2
Class 5. 02/28/2020
- Sampling
- Experimental design and hypothesis testing
- Class 5 Material