Deep Reinforcement Learning Algorithms

RL algorithms with pytorch.

Algorithms

• Q-learning
• Deep Q-Network (DQN)
• Deep Deterministic Policy Gradient (DDPG)
• (Asynchronous) Advantage Actor-Critic (A3C/A2C)
• Trust Region Policy Optimization (TRPO)
• Proximal Policy Optimization (PPO)

Improvements

• Prioritized Experience Replay
• Hindsight Experience Replay
• Count-based Exploration

Problems and Contributions

Feel free to open an issue or a pull request.