{"repo":"ZhiqingXiao/rl-book","free":true,"listed":false,"github":"https://github.com/ZhiqingXiao/rl-book","clone":"git clone https://github.com/ZhiqingXiao/rl-book.git","description":"Source codes for the book \"Reinforcement Learning: Theory and Python Implementation\"","language":"HTML","stars":1032,"topics":["reinforcement-learning","gym","openai-gym","tensorflow","tensorflow2","python","pytorch","deep-reinforcement-learning"],"license":null,"category":"machine-learning","readme_excerpt":"Reinforcement Learning: Theory and Python Implementation The First Reinforcement Learning Tutorial Book with one-on-one mapping TensorFlow 2 and PyTorch 1&2 Implementation English Edition 中文版 中文2019版 :---: :---: :---: Please email me if you are interested in publishing this book in other languages. Features This is a tutorial book on reinforcement learning, with explanation of theory and Python implementation. - Theory: Starting from a uniform mathematical framework, this book derives the theory and algorithms of reinforcement learning, including the algorithms in large model era such as PPO, RLHF, IRL, and PbRL. - Practice: Every chapter is accompanied by high quality implementation based on Python 3, Gym 0.26, and TensorFlow 2 / PyTorch 1&2. All codes are compatible with Windows, Linux, and macOS, can be run in a laptop. Supporting contents for English version Check here for codes, exercise answers, errata, etc. Check SpringerLink Amazon for book contents. Table of Codes All codes have been saved as a .ipynb file and a .html file in the same directory. Chapter Environment & Closed-Form Policy Agent :--- :--- :--- 2 CliffWalking-v0 Bellman 3 FrozenLake-v1 DP 4 Blackjack-v1 MC 5 Taxi-v3 SARSA, ExpectedSARSA, QL, DoubleQL, SARSA(λ) 6 MountainCar-v0 SARSA, SARSA(λ), DQN tf torch, DoubleDQN tf torch, DuelDQN tf torch 7 CartPole-0 VPG tf torch, VPGwBaseline tf torch, OffPolicyVPG tf torch, OffPolicyVPGwBaseline tf torch 8 Acrobot-v1 QAC tf torch, AdvantageAC tf torch, Eligibility","default_branch":null,"files":null,"tree":[],"storefront":"/r/ZhiqingXiao","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/ZhiqingXiao/rl-book/request-supported","requests":0},"note":"indexed from public GitHub; nothing is for sale on this page. Clone it from GitHub. Paid listings live at /search."}