Learning Roadmap of Deep Reinforcement Learning
1. 知乎上关于DQN入门的系列文章
1.1 DQN 从入门到放弃
DQN 从入门到放弃1 DQN与增强学习
DQN 从入门到放弃2 增强学习与MDP
DQN 从入门到放弃3 价值函数与Bellman方程
DQN 从入门到放弃4 动态规划与Q-Learning
DQN从入门到放弃5 深度解读DQN算法
DQN从入门到放弃6 DQN的各种改进
DQN从入门到放弃7 连续控制DQN算法-NAF
12/29/2016 看完1和2;
1.2 Deep Reinforcement Learning 深度增强学习资源 (持续更新)
2. 入门Paper
2.1 Playing Atari with Deep Reinforcement Learning
2.2 Human-level Control through Deep Reinforcement Learning
同样DeepMind出品。
3. Books
Reinforcement Learning, Marco Wiering and Martijn van Otterlo (Eds.)
4. Course
4.1 UCL Course on RL
Reinforcement Learning
5. Recommended Paper
...
6. 简单的动手项目
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