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This is my implementation of "Rainbow is all you need".

Rainbow graphs

Performance of Rainbow (from src/08.ipynb)

Index

  • 01: Vanilla DQN
  • 02: Double DQN
  • 03: Prioritized Experience Replay
  • 04: Dueling Network
  • 05: Noisy Network
  • 06: Categorical DQN
  • 07: N-step Learning
  • 08: Rainbow DQN (combination of all improvements)

Running

  • pip install from requirements.txt
  • Run the notebooks.

TODO

  • 04: add visualization graphs for Advantage (max, min, mean) and Value
    • maybe with a fill between?