| # | Topic Description | Syllabus |
|---|---|---|
| 1 | Basic Concepts | |
| 2 | Probability Distributions I | |
| 3 | Probability Distributions II | |
| 4 | Graphical Models I | |
| 5 | Graphical Models II | |
| 6 | Mixture Models and EM | |
| 7 | Approximate Inference I | |
| 8 | Approximate Inference II | |
| 9 | Continuous Latent Variables I | |
| 10 | Continuous Latent Variables II | |
| 11 | Sequential Data I | |
| 12 | Sequential Data II |