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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.