| Lecture notes by Florent Krzakala and Lenka Zdeborová | View |
| A Friendly Tutorial on Mean-Field Spin Glass Techniques for Non-Physicists | View |
| An Introduction to Statistical Learning | View |
| Statistical/Machine Learning Theory lecture notes by Tengyu Ma | View |
| Princeton summer school notes by Bruno Loureiro | View |
| Date | Speaker | Topic | Notes | Recording |
|---|---|---|---|---|
| Jan 29, 2025 | Nilava Metya | Probability Review: Concentration | View | |
| Feb 05, 2025 | Nilava Metya | Introduction to Learning Theory | View | |
| Feb 12, 2025 | Alex Morozov | Curie-Weiss model of ferromagnetism | View | View |
| Feb 19, 2025 | Alex Morozov | Curie-Weiss model of ferromagnetism (continued) | View | View |
| Feb 26, 2025 | Alex Morozov | Wrapping up the CW model. Gibbs variational approach. | View | View |
| Mar 05, 2025 | Alex Morozov | Cavity method. | View | View |
| Mar 12, 2025 | Alex Morozov | Random field ising model. | View | |
| Mar 26, 2025 | Ian Jauslin | Belief propagation on complete graphs. | View | |
| Apr 02, 2025 | Ian Jauslin | Belief propagation on trees. | View | |
| Apr 09, 2025 | Anirvan Sengupta | Cavity method and the Onsager term. | View | View |
| Date | Speaker | Topic | Notes | Recording |
|---|---|---|---|---|
| Sep 24, 2025 | Anirvan Sengupta | Intro to Gaussian Processes | View | |
| Oct 01, 2025 | Anirvan Sengupta | (Contd) Gaussian Processes | View | |
| Oct 15, 2025 | Nilava Metya | Neural Tangent Kernel | Reference | View |
| Oct 22, 2025 | Nilava Metya | (Contd) Neural Tangent Kernel | Reference | View |
| Nov 05, 2025 | Soumya Ganguly | Double descent | View | View |
| Nov 15, 2025 | Anirvan Sengupta | GP, RKHS, SGD `same same' | View | |
| Nov 19, 2025 | Anirvan Sengupta |