| Date | Topic
| Lecturer
| Chapter | Handwritten notes, Slides | Exercises |
| Sept 26 | Curse of dimensionality and model selection
| C.G.
| Chap 1 and 2
| Notes, Slides
| 1.6.5, 1.6.6 (part A)
|
| Oct 3 | Model selection
| C.G.
| Chap 2
| Notes,
| 2.8.1 (part A and B), 2.8.4
|
| Oct 10 | Convex criterion
| C.G.
| Chap 5
| Notes, Slides
| 5.5.7
|
| Oct 17 | Iterative algorithms
| C.G.
| Chap 6
| Notes,
| 6.4.1
|
| Oct 24 | Information
lower bounds
| C.G.
| Chap 3
| Notes,
| 3.6.2, 3.6.3
|
| Nov 7 | Low rank regression
| C.G.
| Chap 8
| Notes,
| 8.6.3
|
| Bonus | False discoveries and multiple testing
| C.G.
| Chap 10
| Notes, Slides
| 5.5.9 (part A,B)
|
| Bonus | Implicit regularization and benign interpolation
| C.G.
| - - -
| Notes, videos
| - - -
|
