Statical Machine Learning

Linear regression, Logistic regression, MLE

Bias, Empirical Risk and True Risk, VC dimension

SVM, Kernel Methods

Perception, Neural network, CNN, RNN, Transformer

Cross validation, experts learning, MAB

Multi Arm Bandit

Bayesian Regression