TommyPlayer-c/DQN

DQN

This is an implementation of the deep reinforcement learning (DQN) based on

• Tensorflow
• GYM

Install dependencies

• Kivy

sudo add-apt-repository ppa:kivy-team/kivy
sudo apt-get update
sudo apt-get install python-kivy

• Tensorflow

sudo apt-get install python-dev
curl "https://bootstrap.pypa.io/get-pip.py" -o "get-pip.py"
sudo python get-pip.py
sudo pip install tensorflow

• GYM

sudo apt-get install -y python-numpy python-dev cmake zlib1g-dev libjpeg-dev xvfb libav-tools xorg-dev python-opengl swig
sudo pip install 'gym[all]'

Play games with UI

python ui.py --env Breakout
python ui.py --env 0
python ui.py --env 48

Train model

python learn.py --env Breakout
python learn.py --env Breakout --savePath my_save_path
python learn.py --env 0
python learn.py --env 48
python fast.py --env Breakout
python fast2.py --env Breakout

Game UI with DQN control

python ui.py --env Breakout --savePath my_save_path/model