RL Theory

Notes

NameTags
ALGORITHMS (overview)CS 234
RL Basic TheoryCS 234Fundamentals
RL Advanced TheoryCS 234CS 285Fundamentals
Learning from a Model (tabular)CS 234Model-BasedTabularValue
Model-Free Policy Evaluation (tabular)CS 234TabularValue
Model-Free Control (tabular)CS 234TabularValue
RL with function approximationCS 234CS 285Value
Eligibility TracesValue
Successor Features, Gamma ModelsValue
Policy SearchCS 234CS 285Policy
Advanced Policy SearchCS 234CS 285Policy
BanditsCS 234Exploration
MDP ExplorationCS 234Exploration
Coordinated ExplorationCS 234Exploration
Offline RL: EvaluationCS 234Offline RL
Offline RL: ControlCS 234Offline RL