强化学习资料总结

知乎专栏

张楚珩 强化学习前沿

https://www.zhihu.com/column/reinforcementlearning

叶强 David Silver课程笔记与实践

https://www.zhihu.com/column/reinforce

天津包子馅儿 强化学习知识大讲堂

https://www.zhihu.com/column/sharerl

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视频

Reinforcement Learning Course by David Silver

https://www.bilibili.com/video/BV1nW411r7c7

李宏毅深度强化学习课程(2018)

https://www.bilibili.com/video/BV1MW411w79n

2018 年秋季伯克利大学CS 294-112 《深度强化学习课程》

https://www.bilibili.com/video/BV1st411z7ZC

斯坦福课程：强化学习(2019) by Emma Brunskill

https://www.bilibili.com/video/BV1sb411s7eQ

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Code

Sutton的强化学习第二版代码实现

https://github.com/ShangtongZhang/reinforcement-learning-an-introduction

elegantrl:轻量高效drl算法实现

https://github.com/AI4Finance-LLC/ElegantRL

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一些网址

OpenAI Gym

https://gym.openai.com/

OpenAI Spinning Up

https://spinningup.openai.com/en/latest/
源码：https://github.com/openai/spinningup

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学习资料

Sutton强化学习第二版

http://incompleteideas.net/book/the-book-2nd.html

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一些Paper

https://github.com/tirthajyoti/Papers-Literature-ML-DL-RL-AI
https://spinningup.openai.com/en/latest/spinningup/keypapers.html

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RL演进路线图

摘自https://zhuanlan.zhihu.com/p/49429128