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 24 game ai solvers frameworks tracked. The highest-rated is Kulbear/endless-2048 at 29/100 with 8 stars.

Get all 24 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.	29	Experimental	8	Python
2	lesaun/2048-expectimax-ai 2048 game solved with Expectimax	28	Experimental	7	Python
3	Tugamer89/GameOfLife A C++ implementation of John Horton Conway's Game of Life simulation using...	27	Experimental	6	C++
4	FelipeMarcelino/2048-Gym This projects aims to use reinforcement learning algorithms to play the game 2048.	25	Experimental	88	Python
5	qpwoeirut/2048-solver A set of AIs for the 2048 tile-merging game. Includes an expectimax strategy...	25	Experimental	28	C++
6	SrinidhiRaghavan/AI-2048-Puzzle 2048 puzzle using minimax algorithm	24	Experimental	24	Python
7	matthewdeanmartin/ai_fish_tank Fish tank that has a story going on	22	Experimental	—	Python
8	SyleKu/tetris-rl Reinforcement Learning agent for Tetris using a custom Gymnasium...	22	Experimental	—	Python
9	codetiger/MachineLearning-2048 AI player for 2048 game using Machine Learning concepts	22	Experimental	9	Python
10	moporgic/TDL2048 The Most Efficient Temporal Difference Learning Framework for 2048	22	Experimental	17	C++
11	tsangwpx/ml2048 Yet another 2048 in reinforcement learning	21	Experimental	8	Jupyter Notebook
12	SergioIommi/DQN-2048 Deep Reinforcement Learning to Play 2048 (with Keras)	20	Experimental	28	Python
13	NathanWine/2048-AI-Solvers Collection of AI algorithms to solve/optimize 2048 games.	17	Experimental	4	C++
14	OwaisQuadri/2048-AI 2048 game playable by one player or AI. Created in Python using pygame	16	Experimental	3	Python
15	PooyaNasiri/2048 A.I. solving 2048 game.	15	Experimental	—	C#
16	ammarftasc/Number-Guess-Ai 🤖 Guess a number between 1 and 100 as the AI uses smart logic to find it...	14	Experimental	—	Python
17	qwert12500/2048_rl Reinforcement Learning Model playing 2048	13	Experimental	8	Jupyter Notebook
18	ZahraaSa/SharkVsFishGame Shark vs. Fish - An Ocean Adventure Game! this Pictoblox-powered game offers...	12	Experimental	1	—
19	HelloBryte/2048-AI-Expectimax 🎮 Intelligent 2048 AI using Expectimax algorithm with genetic weight...	11	Experimental	—	Python
20	virgs/2048-ai Classic 2048 game that can also be played with an AI assistant	11	Experimental	—	TypeScript
21	ihavenonickname/2048-AI 2048 game AI based on MCTS	10	Experimental	1	JavaScript
22	karthikbilaspur/PythonProject My 2nd series of Python Codes	10	Experimental	4	Jupyter Notebook
23	chizo4/2048-intelligent-bot 2048 game implementation solved by AI bot.	10	Experimental	1	Jupyter Notebook
24	tigjaw/game-of-life Conway's Game of Life Simulation with Java Swing	10	Experimental	1	Java