This repo contains all the code needed to implement reinforcement learning in Mountain Car / Cartpole / Super Mario Bros.

Deep Q-Network

Report

https://github.com/LuchaoQi/Reinforcement_Learning/blob/master/Final_Report.pdf

Poster

https://github.com/LuchaoQi/Reinforcement_Learning/blob/master/Poster.pdf

References

用强化学习通关超级马里奥！

使用PPO算法玩“超级马里奥兄弟”

DQN

DDQN

https://towardsdatascience.com/using-reinforcement-learning-to-play-super-mario-bros-on-nes-using-tensorflow-31281e35825

https://zurich-r-user-group.github.io/slides/20190618_reinforcelearn.pdf