CS234-Reinforcement-Learning

My Solutions of Assignments of CS234: Reinforcement Learning Winter 2019

Lecture Videos

This course contains 15 lecture videos, and you can watch them from youtube and bilibili(vpn free).

• YouTube StanfordOnline
• Bilibili

You can download the slides for each lecture from here.

Assignments

• assignment 1

• assignment 2

• assignment 3

Highly Recommended RL Resources

• Resources List

  • RL Resources

• TextBooks

  • Reinforcement Learning: An Introduction 2nd Edition. (R.Sutton, G.Barto)
  • Deep Learning. (Yoshua Bengio)

• RL Courses

  • OpenAI Spining Up
  • RL-DeepMind Tutorials 2018 (Video)

• Papers:
  Deep Q Learning

  • DeepMind Nature Paper
  • Playing Atari with Deep Reinforcement Learning
  • Prioritized Experience Replay

  Imitation Learning

  • Generative Adversarial Imitation Learning(GAIL)
  • Maximum Entropy Inverse Reinforcement Learning

• Blogs:

  • Policy Gradient Algorithm
  • Meta Reinforcement Learning
  • Rainbow

• Podcasts:

  • TalkRL
  • DeepMind: The Podcast

Author

@Huxixi