Refinforcement Learning to play Atari 2600 games

Dependencies

• OpenAI Gym (need Pong, Breakout and Space Innvaders ROMs)
• Python3 virtualenv (Recommend using pipenv)

Install

First, clone the reposiory and run the following command inside the directory

$ pipenv --python 3.7
$ pipenv install
$ pipenv lock --pre

Launch Visualisation

$ python3 app.py

Begin training

Train DQN:

$ python3 agents/runner.py --algo=dqn

Train DQN with Double Q-Learning:

$ python3 agents/runner.py --algo=dqn --doubledqn

Train Duelling DQN:

$ python3 agents/runner.py --algo=ddqn

Run the command: $ python3 agents/runner.py --help for more information