强化学习

自学入门

prerequisite

概率论

随机过程

博弈论

ML

DL

理论课程

• 莫烦Python

• Wangshusen

• David Silver

• Hung-yi Lee

理论书籍

• Sutton
• 磨菇书
• 西瓜书

代码实践

工程实践

算法汇总

RL

DRL

SAC

MARL

QMIX

PPO

mixedQ

Reference

NJU COURSE SITE: 强化学习2022 - Yang Yu (nju.edu.cn)

强化学习中文教程（蘑菇书）

https://zhuanlan.zhihu.com/p/111869532

深度强化学习（全）_哔哩哔哩_bilibili

Docs (feishu.cn)

MorvanZhou/Reinforcement-learning-with-tensorflow: Simple Reinforcement learning tutorials, 莫烦Python 中文AI教学 (github.com)

dalmia/David-Silver-Reinforcement-learning: Notes for the Reinforcement Learning course by David Silver along with implementation of various algorithms. (github.com)

俞扬 (wolai.com)

强化学习路线推荐及资料整理 - 知乎 (zhihu.com)

Home - David Silver

资源 | Richard Sutton经典教材《强化学习》第二版公布（附PDF下载） (sohu.com)

UCL多智能体机器学习课程上线，计算机系教授汪军主讲 (qq.com)

机器之心 (xiaoe-tech.com)

PacktPublishing/Mastering-Reinforcement-Learning-with-Python: Mastering Reinforcement Learning with Python, published by Packt (github.com)

Keavnn’Blog - If it is to be, it is up to me. - A blog to record and share knowledge about machine learning. (stepneverstop.github.io)

Fisher’s Blog (bluefisher.github.io)

算法变迁

塞尔布革模型

备注：本文仅供参考！！各位见仁见智