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car-racing-rl

Implementation of Reinforcement Learning algorithms in CarRacing-v0 environment. Implemented algorithms:

  • Deep Q-Network (DQN)
  • Advantage Actor Critic (A2C)
  • Asynchronous Advantage Actor Critic (A3C)

Setup and running

Requirements: python 3.6

To install all required dependencies run:

pip install -r requirements.txt

Start training / inference / evaluation with:

python -m run --<action> -m=<model>

Possible values for parameter action are: train, inference and evaluate.

Possible values for parameter model are: dqn, a2c and a3c.

Hyperparameters can be changed in .json files in /params directory.

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