深度强化学习资源整理

公开课

• David Silver UCL Course 强化学习公开课：
  http://www0.cs.ucl.ac.uk/staff/d.silver/web/Teaching.html
  读书笔记：
  https://chenrudan.github.io/blog/2016/06/06/reinforcementlearninglesssion1.html

• MIT: Deep Learning for Self-driving Cars:
  http://selfdrivingcars.mit.edu/

• BerkeleyX: CS188x_1: Artificial Intelligence:
  https://courses.edx.org/courses/BerkeleyX/CS188x_1/1T2013/20021a0a32d14a31b087db8d4bb582fd/

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论文

• ICML 2017 tutorial: Deep Reinforcement Learning, Decision Making, and Control
  https://sites.google.com/view/icml17deeprl

• Navigating Intersections with Autonomous Vehicles using Deep Reinforcement Learning：
  原文：https://arxiv.org/abs/1705.01196
  机器之心中文翻译：https://www.jiqizhixin.com/articles/2017-07-27-3

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博客

• Kintoki http://www.cnblogs.com/jinxulin/tag/Reinforcement%20learning/

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平台

• TORCS仿真软件： http://torcs.sourceforge.net/