DS601: Learning and Inference in High Dimensions
Welcome to the course webpage of DS-601 offered in Autumn 2026 via C-MInDS, IIT Bombay.
Course plan
| Week | Topic | Remarks |
|---|---|---|
| 1 | Recap of Linear algebra and Probability | |
| 2 | Subgaussianity and Chernoff bounds | |
| 3 | Sparse mean estimation | |
| 4 | Lower bounds and minimax | |
| 5 | ||
| 6 | ||
| 7 | ||
| 8 | Midsem | |
| 9 | Proportional asymptotics | |
| 10 | ||
| 11 | ||
| 12 | ||
| 13 | ||
| 14 | ||
| 15 | ||
| 16-17 | Endsem |