AlphaZero

A simplified AlphaZero implementation written in Python with TensorFlow and Keras.

The implementation is based on the article published to Nature by David Silver, Julian Schrittwieser, Karen Simonyan et al.

Here is a demonstration with Tic-Tac-Toe. 螢幕擷取畫面 2025-01-03 212709

You can run the demonstration program on Kaggle (an account is required).

You can also download the file to run the demonstration program yourself.

AlphaZero Tic-Tac-Toe Demo.zip

To run the program, you should have the prerequisites listed below.

Softwares

  • NVIDIA CUDA 11.2 (Download)
  • Python 3.10

Python Packages

  • typing_extensions 4.12
  • NumPy 1.26
  • TensorFlow 2.10
  • Keras 2.10

Then, you can start with this command.

python -m games.mnk_game.executable.play