Game AI Solvers ML Frameworks

AI agents and algorithms designed to play and solve specific games (2048, puzzle games, etc.) using techniques like expectimax, temporal difference learning, minimax, and reinforcement learning. Does NOT include general game engines, multiplayer game platforms, or non-game applications of ML.

There are 26 game ai solvers frameworks tracked. The highest-rated is Kulbear/endless-2048 at 36/100 with 8 stars.

Get all 26 projects as JSON

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#	Framework	Score	Tier	Stars	Language
1	Kulbear/endless-2048 [WIP] Aim to build an AI player for the 2048 game with a remarkable winning rate.	36	Emerging	8	Python
2	lesaun/2048-expectimax-ai 2048 game solved with Expectimax	35	Emerging	7	Python
3	FelipeMarcelino/2048-Gym This projects aims to use reinforcement learning algorithms to play the game 2048.	32	Emerging	88	Python
4	qpwoeirut/2048-solver A set of AIs for the 2048 tile-merging game. Includes an expectimax strategy...	32	Emerging	28	C++
5	SrinidhiRaghavan/AI-2048-Puzzle 2048 puzzle using minimax algorithm	31	Emerging	24	Python
6	codetiger/MachineLearning-2048 AI player for 2048 game using Machine Learning concepts	29	Experimental	9	Python
7	moporgic/TDL2048 The Most Efficient Temporal Difference Learning Framework for 2048	29	Experimental	17	C++
8	tsangwpx/ml2048 Yet another 2048 in reinforcement learning	28	Experimental	8	Jupyter Notebook
9	SergioIommi/DQN-2048 Deep Reinforcement Learning to Play 2048 (with Keras)	27	Experimental	28	Python
10	NathanWine/2048-AI-Solvers Collection of AI algorithms to solve/optimize 2048 games.	24	Experimental	4	C++
11	OwaisQuadri/2048-AI 2048 game playable by one player or AI. Created in Python using pygame	23	Experimental	3	Python
12	SyleKu/tetris-rl Reinforcement Learning agent for Tetris using a custom Gymnasium...	22	Experimental	—	Python
13	qwert12500/2048_rl Reinforcement Learning Model playing 2048	20	Experimental	8	Jupyter Notebook
14	matthewdeanmartin/ai_fish_tank Fish tank that has a story going on	19	Experimental	—	Python
15	ZahraaSa/SharkVsFishGame Shark vs. Fish - An Ocean Adventure Game! this Pictoblox-powered game offers...	18	Experimental	1	—
16	tigjaw/game-of-life Conway's Game of Life Simulation with Java Swing	17	Experimental	1	Java
17	PooyaNasiri/2048 A.I. solving 2048 game.	17	Experimental	—	C#
18	karthikbilaspur/PythonProject My 2nd series of Python Codes	16	Experimental	4	Jupyter Notebook
19	ammarftasc/Number-Guess-Ai 🤖 Guess a number between 1 and 100 as the AI uses smart logic to find it...	13	Experimental	—	Python
20	HelloBryte/2048-AI-Expectimax 🎮 Intelligent 2048 AI using Expectimax algorithm with genetic weight...	13	Experimental	—	Python
21	lkwilson/Conways-Game-Of-Life-AI Deep Reinforcement Learning Agent to control Conway's Game of Life	13	Experimental	13	Jupyter Notebook
22	chizo4/2048-intelligent-bot 2048 game implementation solved by AI bot.	12	Experimental	1	Jupyter Notebook
23	ManuOtel/ludo-AI This is a simple example of how AI (more specificaly DQNN) can be used for LUDO game	12	Experimental	5	Python
24	morganwl/2048-solver A 2048 artificial intelligence solver built using adversarial expectimax...	11	Experimental	—	Python
25	Triadziuch/2048-AI-Temporal-Difference Temporal Difference Learning AI to play 2048	11	Experimental	—	C++
26	lucas-burdell/2048-Bot An exploration of web-based artificial intelligence using the game 2048.	11	Experimental	—	JavaScript

Comparisons in this category

2048-Gym and DQN-2048 (32 vs 27) 2048-Gym and MachineLearning-2048 (32 vs 29) 2048-solver and TDL2048 (32 vs 29) 2048-solver and 2048-AI-Solvers (32 vs 24) 2048-expectimax-ai and AI-2048-Puzzle (35 vs 31) endless-2048 and MachineLearning-2048 (36 vs 29)