Double Deep Q-Learning with Dueling Network Architecture

You find detailed explanations on the functional and underlying priciples of DQN in the notebook DQN.ipynb and the corresponding blogpost.

Requirements

tensorflow-gpu
gym
gym[atari] (make sure it is version 0.10.5 or higher/has BreakoutDeterministic-v4)
imageio
scikit-image

Try it yourself:

If you want to test the trained network, simply run the notebook DQN.ipynb.

If you want to train the network yourself, set TRAIN = True in the first cell of DQN.ipynb and run the notebook.

Have fun : )