Fall 2021

STAT154: Modern Statistical Prediction and Machine Learning

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

Spring 2021

STAT260: Mean Field Asymptotics in Statistical Learning

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