Spring 2024: STAT154/254: Modern Statistical Prediction and Machine Learning

Textbook: An Introduction to Statistical Learning, Elements of Statistical Learning .

Spring 2023: STAT210B: Theoretical Statistics

Textbook: High-dimensional statistics: A non-asymptotic viewpoint.

Fall 2022: STAT210A: Theoretical Statistics

Textbook: Keener, Theoretical Statistics: Topics for a Core Course, Springer 2010.

Spring 2022: STAT210B: Theoretical Statistics

Textbook: High-dimensional statistics: A non-asymptotic viewpoint.

Fall 2021: STAT154: Modern Statistical Prediction and Machine Learning

Textbook: An Introduction to Statistical Learning, Elements of Statistical Learning .

Spring 2021: STAT260: Mean Field Asymptotics in Statistical Learning

A topic course on high dimensional statistics, methods from statistical physics, replica method, random matrices, Gordon's inequality, and approximate message passing.