initial commit

Author: wangshusen

LICENSE

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+Copyright (c) 2020 Shusen Wang
+
+Permission is granted to only nonprofit organizations, including schools and 
+research institutes. Employees of nonprofit organizations are granted, free 
+of charge, the rights to use, copy, modify, merge, publish, and distribute 
+the slides and lecture notes in this repo.

README.md

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+# Deep Reinforcement Learning
+
+
+
+
+1. **Fundamentals.**
+
+
+    * Reinforcement learning [[slides](https://github.com/wangshusen/DeepLearning/blob/master/Slides/13_RL_1.pdf)] [[lecture note](https://github.com/wangshusen/DeepLearning/blob/master/LectureNotes/DRL/DRL.pdf)] [[Video (in Chinese)](https://youtu.be/vmkRMvhCW5c)].
+
+    * Value-based learning [[slides](https://github.com/wangshusen/DeepLearning/blob/master/Slides/13_RL_2.pdf)] [[Video (in Chinese)](https://youtu.be/jflq6vNcZyA)].
+
+    * Policy-based learning [[slides](https://github.com/wangshusen/DeepLearning/blob/master/Slides/13_RL_3.pdf)] [[Video (in Chinese)](https://youtu.be/qI0vyfR2_Rc)].
+
+    * Actor-critic methods [[slides](https://github.com/wangshusen/DeepLearning/blob/master/Slides/13_RL_4.pdf)] [[Video (in Chinese)](https://youtu.be/xjd7Jq9wPQY)].
+
+    * AlphaGo [[slides](https://github.com/wangshusen/DeepLearning/blob/master/Slides/13_RL_5.pdf)] [[Video (in Chinese)](https://youtu.be/zHojAp5vkRE)].
+
+
+
+2. **Advanced Topics on Value-Based Learning.**
+
+
+    * Experience Replay.
+    
+    * Double DQN.
+    
+    * Dueling DQN.
+
+
+
+2. **Advanced Topics on Policy-Based Learning.**
+
+
+    * Deterministic Policy Gradient (DPG).
+    
+    * Advantage Actor-Critic (A2C).
+    
+    * Trust-Region Policy Optimization (TRPO).
+
+
+4. **Multi-Agent Reinforcement Learning.**
+
+    * Basics and challenges [[slides](https://github.com/wangshusen/DeepLearning/blob/master/Slides/13_RL_6.pdf)] [[Video (in Chinese)](https://youtu.be/KN-XMQFTD0o) ].
+
+    * Centralized VS Decentralized [[slides](https://github.com/wangshusen/DeepLearning/blob/master/Slides/13_RL_7.pdf)] [Video (in Chinese)](https://youtu.be/0HV1hsjd1y8)].
+