STAT154: Modern Statistical Prediction and Machine Learning
Introduction to Statistical Learning
An Introduction to Statistical Learning
Elements of Statistical Learning
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.