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deepqlearning-tictactoe's Introduction

DeepQLearning-TicTacToe

Project done during the year 2016/2017 at Ingesup (Enimia Lab) :

  • Project : Discover DeepQLearning with a TicTacToe.

  • Contributors :

We used a FeedForward Neural Network (implemented with Keras) with an experience replay buffer.

How to use it

The main file to start is game.py.

Playing vs AI

The current code in game.py allows you to play against the best trained AI.

Training

Uncomment the training code in the main function of the game.py. We've implemented two types of training an AI :

  • Against a random player
  • Against itself

The training loss is monitored in Tensorboard. You can start Tensorboard with :

tensorboard --logdir=./Graph

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