Reinforcement Learning, second edition
Richard Sutton, Andrew Barto. This is the second edition of the (now classical) book on reinforcement learning. |

CS234: Reinforcement Learning, Stanford
Emma BrunskillComprehensive slides and lecture videos. |

CS 285: Deep Reinforcement Learning, UC Berkeley
Sergey LevineComprehensive slides and lecture videos. |

UCL Course on RL (2015)
David SilverComprehensive slides and lecture videos. |

CMU 10703: Deep RL and Control, Fall 2018
Katerina Fragkiadaki, Tom MitchellSlides, readings, resources |

Policy gradient algorithms
Lillian WengNice summary of the many flavors of policy-gradient algorithms. |

Deep RL: Pong from Pixels
DQN demo
REINFORCEjs
Andrej KarpathyIntuitive descriptions of policy gradients; DeepRL in your browser |

Dive into Deep Learning An interactive deep learning book, with code, math, discussions, based on NumPy. |