- Probability Distributions
- Linear Models for Regression
- Linear Models for Classification
- Neural Networks
- Kernel Methods
- Sparse Kernel Machine
- Graphical Models
- Mixture Models & EM
- Sampling Methods
| Title | Dataset | |
|---|---|---|
| HW1 | Maximum A Posteriori (MAP) | wine |
| HW2 | Maximum Likelihood and Bayesian Linear Regression | graduate admissions |
| HW3 | Neural Network from Scratch | fruit |
Behavior Classification of Exposition Visitors (Link)