Deep reinforcement learning in ViZDoom

Requirements:

• python3
• Tensorflow version 0.12r with GPU support
• ViZDoom version 1.1.0rc1+ (pip install vizdoom)
• numpy
• tqdm
• ruamel.yaml

To install pyton dependecies:

sudo3 pip3 install numpy tqdm ruamel.yaml 

Implemented algorithms:

• DQN Human-Level Control through Deep Reinforcement Learning
• Double Dueling DQN Dueling Network Architectures for Deep Reinforcement Learning
• A3C Asynchronous Methods for Deep Reinforcement Learning
• N-step asynchronous DQN Asynchronous Methods for Deep Reinforcement Learning

TODO:

• Prioritized Experience Replay