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Using pygame to create a 2d pong game, then using gym and tensorflow to read the pixels on the screen using a CNN and then model the actions with a Qlearning RNN to beat the ai opponent

License: MIT License

Python 100.00%
python nueral-networks tensorflow tensorflow-examples gym qlearning-algorithm pygame-application step-by-step

pong-rnn-implementation's Introduction

Pong-RNN-Implementation

Using pygame to create a 2d pong game and then using gym and tensorflow to read the pixels on the screen using a CNN then model the actions with a Qlearning RNN to beat the ai opponent

Dependencies

  • Gym
  • Tensorflow (manually compile for best performance)
  • Pygame
  • opencv 3 (You need to manually compile)

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