DeepRL/README.md

DeepRL

Highly modularized implementation of popular deep RL algorithms powered by PyTorch

• Deep Q-Learning
• Asynchronous One-Step Q-Learning
• Asynchronous One-Step Sarsa
• Asynchronous N-Step Q-Learning
• Asynchronous Advantage Actor Critic (A3C)

Tested with both classical control tasks (CartPole) and Atari games.

Usage

Detailed usage can be found in main.py

References

• Human Level Control through Deep Reinforcement Learning
• Asynchronous Methods for Deep Reinforcement Learning
• transedward/pytorch-dqn
• ikostrikov/pytorch-a3c