lyx-x / Rainbow

Rainbow: Combining Improvements in Deep Reinforcement Learning

Rainbow

Rainbow: Combining Improvements in Deep Reinforcement Learning [1]. WIP.

• DQN [2]
• Double DQN [3]
• Prioritised Experience Replay [4]
• Dueling Network Architecture [5]
• Multi-step Returns [6]
• Distributional RL [7]
• Noisy Nets [8]

Requirements

• PyTorch
• Plotly
• scikit-image

Acknowledgements

• @floringogianu for categorical-dqn
• @jvmancuso for Noisy layer

References

[1] Rainbow: Combining Improvements in Deep Reinforcement Learning
[2] Playing Atari with Deep Reinforcement Learning
[3] Deep Reinforcement Learning with Double Q-learning
[4] Prioritized Experience Replay
[5] Dueling Network Architectures for Deep Reinforcement Learning
[6] Reinforcement Learning: An Introduction
[7] A Distributional Perspective on Reinforcement Learning
[8] Noisy Networks for Exploration