Recorded lectures and scribes
| # | Date | Lecture Videos | Scribes | Status |
| 1. | Sept 5, 2023 | Introduction | pdf | V0.5 |
| 2. | Sept 7, 2023 | Concentration of Measure | pdf | V0.1 |
| 3. | Sept 12, 2023 | Measure concentration: MGFs, SG, Hoeffding | pdf | V0.1 |
| 4. | Sept 14, 2023 | Chernoff/Concentration, PAC-learning | pdf | V0.1 |
| 5. | Sept 19, 2023 | ERMs and Learning the AND Class | pdf | V0.1 |
| 6. | Sept 21, 2023 | Small Risk Bound, Empirical Processes, Lower Bracketing | pdf | V0.1 |
| 7. | Sept 26, 2023 | Lower Bracketing Cover for Linear Threshold Functions and Variance Classes | pdf | V0.5 |
| 8. | Sept 28, 2023 | Tsybakov, Uniform Bernstein | pdf | V1.0 |
| 9. | Oct 3, 2023 | Symmetrization Lemma | pdf | V0.1 |
| 10. | Oct 5, 2023 | Empirical Covering Numbers | pdf | V0.1 |
| 11. | Oct 10, 2023 | Empirical Covering Numbers | pdf | V0.1 |
| 12. | Oct 12, 2023 | VC Dimension | pdf | V010 |
| 13. | Oct 17, 2023 | Packing & Covering Numbers | pdf | V0.1 |
| 14. | Oct 19, 2023 | Covering Number Estimates | pdf | V0.1 |
| 15. | Oct 24, 2023 | Rademacher Complexity | pdf | V0.1 |
| 16. | Oct 26, 2023 | Rademacher Complexity and Chaining | pdf | V0.1 |
| 17. | Oct 31, 2023 | Stability Analysis | pdf | V0.1 |
| 18. | Nov 2, 2023 | Stability Analysis | pdf | V0.0 |
| 19. | Nov 9, 2023 | Model Selection | pdf | V0.1 |
| 20. | Nov 21, 2023 | Kernel Methods | pdf | V0.1 |
| 21. | Nov 23, 2023 | Kernel Methods | pdf | V0.1 |
| 22. | Nov 28, 2023 | Neural Neworks | pdf | V0.1 |
| 23. | Nov 30, 2023 | Neural Neworks | pdf | V0.0 |