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Machine Learning Methods (Regression (Direct Methods (LEAST SQUARES METHOD…
Machine Learning Methods
Regression
Direct Methods
LEAST SQUARES METHOD
GRADIENT DESCENT
Discriminative Methods
MAXIMUM LIKELIHOOD
Generative Methods
BAYESIAN LIN REGRESSION
Regolarization
RIDGE REGRESSION
LASSO
Linear Classification
LOGISTIC REGRESSION
NAIVE BAYES
KNN
MDP (RL)
Dynamic Programming
POLICY ITERATION
VALUE ITERATION
Model-Free
MONTE CARLO
TD()
SARSA
Q-LEARNING
MAB
UCB
Thompson Sampling TS