https://github.com/suragnair/alpha-zero-general

A clean implementation based on AlphaZero for any game in any framework + tutorial + Othello/Gobang/TicTacToe/Connect4 and more
https://github.com/suragnair/alpha-zero-general

alpha-zero alphago alphago-zero alphazero deep-learning gobang gomoku keras mcts monte-carlo-tree-search neural-network othello pytorch reinforcement-learning self-play tensorflow tf

Last synced: about 1 month ago
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A clean implementation based on AlphaZero for any game in any framework + tutorial + Othello/Gobang/TicTacToe/Connect4 and more

• Host: GitHub
• URL: https://github.com/suragnair/alpha-zero-general
• Owner: suragnair
• License: mit
• Created: 2017-12-01T02:55:15.000Z (over 7 years ago)
• Default Branch: master
• Last Pushed: 2025-01-01T19:59:02.000Z (6 months ago)
• Last Synced: 2025-04-25T17:50:04.250Z (about 2 months ago)
• Topics: alpha-zero, alphago, alphago-zero, alphazero, deep-learning, gobang, gomoku, keras, mcts, monte-carlo-tree-search, neural-network, othello, pytorch, reinforcement-learning, self-play, tensorflow, tf
• Language: Jupyter Notebook
• Homepage:
• Size: 414 MB
• Stars: 4,113
• Watchers: 113
• Forks: 1,087
• Open Issues: 72
• Metadata Files:
  • Readme: README.md
  • License: LICENSE

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• StarryDivineSky - suragnair/alpha-zero-general - general 是一个基于 AlphaZero 算法的通用游戏 AI 实现，它允许你在任何框架下为任何游戏训练 AI。该项目提供清晰的代码结构和教程，方便理解和使用。它基于蒙特卡洛树搜索（MCTS）和深度神经网络，通过自对弈学习来提升 AI 的棋力。项目包含 Othello（黑白棋）、Gobang（五子棋）、TicTacToe（井字棋）、Connect4（四子棋）等游戏的示例，方便用户快速上手。你可以修改和扩展该项目，将其应用到你感兴趣的游戏中。该项目旨在提供一个易于理解和使用的 AlphaZero 实现，帮助开发者探索和应用强化学习技术。它避免了复杂的依赖，力求简洁高效。通过调整参数，你可以控制 AI 的训练过程和性能。该项目是学习 AlphaZero 算法和实践游戏 AI 开发的优秀资源。 (漏洞库_漏洞靶场 / 资源传输下载)