9.522: Statistical Reinforcement Learning and Decision Making

2023

IDS.160: Mathematical Statistics: A Non-Asymptotic Approach

2022

Tutorial on Generalization @ Deep Learning Bootcamp (with P. Bartlett). Videos here.

2019

Tutorial on online supervised learning with applications to node classification (with K. Sridharan)

2016

Lecture notes for STAT928: Statistical Learning and Sequential Prediction (with K. Sridharan)

2014

Slides for Spring School "Structural Inference in Statistics," Sylt, Germany.

2015

Slides for the Machine Learning Summer School in Kyoto

2012

Lecture notes on online convex optimization, written mostly in 2008 at UC Berkeley (latest revision April 2009).

2008