• Stars
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    431
  • Rank 100,866 (Top 2 %)
  • Language
    Python
  • Created over 8 years ago
  • Updated almost 6 years ago

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Repository Details

Using Keras and Deep Q-Network to Play FlappyBird

Keras-FlappyBird

A single 200 lines of python code to demostrate DQN with Keras

Please read the following blog for details

https://yanpanlau.github.io/2016/07/10/FlappyBird-Keras.html

Installation Dependencies:

  • Python 2.7
  • Keras 1.0
  • pygame
  • scikit-image

How to Run?

CPU only

git clone https://github.com/yanpanlau/Keras-FlappyBird.git
cd Keras-FlappyBird
python qlearn.py -m "Run"

GPU version (Theano)

git clone https://github.com/yanpanlau/Keras-FlappyBird.git
cd Keras-FlappyBird
THEANO_FLAGS=device=gpu,floatX=float32,lib.cnmem=0.2 python qlearn.py -m "Run"

If you want to train the network from beginning, delete the model.h5 and run qlearn.py -m "Train"