Game Playing AlphaZero ML Frameworks

Implementations and educational resources for AlphaZero and its variants applied to board games and game environments. Includes complete algorithm implementations, game-specific adaptations, and explanatory materials. Does NOT include general reinforcement learning frameworks, other game-playing algorithms (MCTS-only, Q-learning), or non-game applications of these techniques.

There are 41 game playing alphazero frameworks tracked. 2 score above 50 (established tier). The highest-rated is suragnair/alpha-zero-general at 51/100 with 4,388 stars.

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#	Framework	Score	Tier	Stars	Language
1	suragnair/alpha-zero-general A clean implementation based on AlphaZero for any game in any framework +...	51	Established	4,388	Jupyter Notebook
2	werner-duvaud/muzero-general MuZero	51	Established	2,784	Python
3	jonathan-laurent/AlphaZero.jl A generic, simple and fast implementation of Deepmind's AlphaZero algorithm.	46	Emerging	1,312	Julia
4	mokemokechicken/reversi-alpha-zero Reversi reinforcement learning by AlphaGo Zero methods.	44	Emerging	686	Python
5	NeymarL/ChineseChess-AlphaZero Implement AlphaZero/AlphaGo Zero methods on Chinese chess.	44	Emerging	1,205	Python
6	bhansconnect/alphazero-pybind11 A modified Alphazero implementation with C++ where performance matters.	43	Emerging	18	C++
7	donkirkby/zero-play Teach a computer to play any game.	43	Emerging	10	Python
8	DHDev0/Stochastic-muzero Pytorch Implementation of Stochastic MuZero for gym environment. This...	40	Emerging	77	Python
9	JohnLyu2/z3alpha Synthesizes efficient Z3 strategies tailored to your problem set! Repo for...	40	Emerging	23	Python
10	kevaday/alphazero-general A fast, generalized, and modified implementation of Deepmind's distinguished...	39	Emerging	87	Python
11	maxpumperla/ScalphaGoZero An independent implementation of DeepMind's AlphaGoZero in Scala, using...	37	Emerging	156	Scala
12	kaesve/muzero A clean implementation of MuZero and AlphaZero following the AlphaZero...	37	Emerging	168	Jupyter Notebook
13	kobanium/TamaGo Computer go engine using Monte-Carlo Tree Search written in Python3.	36	Emerging	71	Python
14	maxpumperla/deep_learning_and_the_game_of_go Code and other material for the book "Deep Learning and the Game of Go"	36	Emerging	1,051	Python
15	tomwhite/set-game Play SET using image recognition and deep learning	35	Emerging	29	Java
16	CGLemon/pyDLGO 基於深度學習的 GTP 圍棋（围棋）引擎，KGS 指引文件以及演算法教學。	34	Emerging	69	Python
17	tuero/muzero-cpp A C++ pytorch implementation of MuZero	33	Emerging	40	C++
18	markhliu/AlphaGoSimplified Book repository for AlphaGo Simplified (CRC Press 2024). Implement ideas...	32	Emerging	34	Jupyter Notebook
19	marchete/CGZero AlphaZero like implementation for Oware Abapa game	32	Emerging	26	C++
20	Hwhitetooth/jax_muzero An implementation of MuZero in JAX.	32	Emerging	57	Python
21	YoujiaZhang/AlphaGo-Zero-Gobang AlphaGo-Zero-Gobang 是一个基于强化学习的五子棋(Gobang)模型，主要用以了解AlphaGo...	32	Emerging	110	Python
22	XUNIK8/Reinforcement-Learning-in-Tsumego 利用强化学习、基于蒙特卡洛树搜索的UCT算法解决围棋死活题问题。Inplement improved Reinforcement Learning...	29	Experimental	15	Python
23	DHDev0/Muzero-unplugged Pytorch Implementation of MuZero Unplugged for gym environment. This...	29	Experimental	35	Python
24	zjeffer/chess-deep-rl-cpp C++ version of my chess-deep-rl project. WIP	28	Experimental	7	C++
25	andreaslam/ZanLing-TrueZero A Python and Rust chess engine that starts from Zero.	28	Experimental	6	Python
26	DHDev0/Muzero Pytorch Implementation of MuZero for gym environment. It support any...	27	Experimental	19	Python
27	mathemage/AlphaZero-presentation presentation on AlphaZero for AI seminar...	26	Experimental	7	TeX
28	MichiganDataScienceTeam/W25-mini-alphago AlphaGo for 9x9 Go from scratch	23	Experimental	10	Python
29	Joker2770/Z2I The pbrain-Z2I is just a gomoku engine which use the protocol of gomocup. （最新权重在咸鱼有售）	22	Experimental	4	C++
30	wangjia184/renju A Reinforcement-Learning based Renju game	22	Experimental	9	C++
31	JernejHabjan/TrumpDefense2020 Visual representation of RTS game, supported by deep reinforcement learning...	22	Experimental	7	C++
32	tachyon-beep/keisei A Deep Reinforcement Learning project demonstrating AI's power to create AI,...	22	Experimental	—	Python
33	MSI-DEV/muzero-general MuZero	22	Experimental	—	Python
34	SemanticWave-Hoyeon/ReinforcementRenju A GPU-accelerated AlphaZero implementation for Renju (Gomoku/Five-in-a-Row)...	19	Experimental	—	Python
35	p3achyjr/p3achygo (Yet Another) AlphaZero-based Go Engine	18	Experimental	5	C++
36	alexZajac/muzero_experiments A set of experiments and human-playing comparisons with the Muzero agent...	15	Experimental	1	Python
37	ColorDiff/alphazero Complete implementation of the AlphaZero algorithm	15	Experimental	6	Python
38	grimmlab/SynGameZero SynGameZero – Flowsheet Synthesis in a Game environment with Zero Knowledge	13	Experimental	5	—
39	RealClearwave/NeoRenju An AI Renju Engine Using Tensorflow, Pytorch and Ffmpeg	12	Experimental	3	C++
40	BIGBALLON/Toward-AGZ Materials for AlphaGo	12	Experimental	4	—
41	mcfarljm/dlchess AlphaZero for chess, from scratch	11	Experimental	2	C++

Comparisons in this category

alpha-zero-general and reversi-alpha-zero (51 vs 44) alpha-zero-general and AlphaGo-Zero-Gobang (51 vs 32) alpha-zero-general and alphazero-general (51 vs 39) muzero-general and muzero (51 vs 37) muzero-general and muzero-cpp (51 vs 33)