Game Playing Reinforcement Learning ML Frameworks

RL agents trained to play video games (Atari, Mario, DOOM, etc.) using deep Q-learning, policy gradients, and other RL algorithms. Does NOT include general RL frameworks, robotics control, or non-game environments.

There are 45 game playing reinforcement learning frameworks tracked. 4 score above 50 (established tier). The highest-rated is Talendar/flappy-bird-gym at 59/100 with 132 stars.

Get all 45 projects as JSON

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#	Framework	Score	Tier	Stars	Language
1	Talendar/flappy-bird-gym An OpenAI Gym environment for the Flappy Bird game	59	Established	132	Python
2	Farama-Foundation/ViZDoom Reinforcement Learning environments based on the 1993 game Doom :godmode:	53	Established	1,990	C++
3	chris-chris/pysc2-examples StarCraft II - pysc2 Deep Reinforcement Learning Examples	51	Established	756	Python
4	aleju/mario-ai Playing Mario with Deep Reinforcement Learning	51	Established	695	Lua
5	gsurma/atari AI research environment for the Atari 2600 games 🤖.	49	Emerging	263	Python
6	Kaixhin/Atari Persistent advantage learning dueling double DQN for the Arcade Learning Environment	49	Emerging	263	Lua
7	gavento/gamegym A game theory framework with examples and algorithms	46	Emerging	74	Python
8	uber-research/atari-model-zoo A binary release of trained deep reinforcement learning models trained in...	45	Emerging	202	Jupyter Notebook
9	SeanCole02/doom-neuron Human brain cells play Doom (CL1)	45	Emerging	185	Python
10	matlab-deep-learning/playing-Pong-with-deep-reinforcement-learning Train a reinforcement learning agent to play a variation of Pong®	43	Emerging	46	MATLAB
11	thinkingparticle/deep_rl_pong_keras Deep Reinforcement Learning Policy Gradients Method - Pong game - Keras	39	Emerging	22	Jupyter Notebook
12	HugoTini/GymGodot Reinforcement learning with Godot	37	Emerging	28	GDScript
13	slrbl/reinforcement-learning-game A random environment reinforcement learning-powered Mario game	34	Emerging	9	JavaScript
14	gandalf1819/Reinforcement-Learning-Comparative-Study Comparative study of Reinforcement Learning Algorithms on Ping Pong game: In...	31	Emerging	2	Jupyter Notebook
15	tims457/Super-Mario-Land-RL Super Mario Land Reinforcement Learning with Pufferlib	31	Emerging	2	Jupyter Notebook
16	nikp06/icyAI Gym for training an AI to learn Icy Tower through neuroevolution	31	Emerging	37	Python
17	WillianFuks/Pong Implementation of Reinforcement Learning Policy Gradients algorithms to play...	30	Emerging	2	Python
18	ChernyakKonstantin/godot_gym_api Godot Gym API is an Open Source framework for using Godot3 game engine as...	27	Experimental	28	GDScript
19	ThekingGST/DQN-Atari Train an AI to play retro Atari games! This project implements DeepMind's...	25	Experimental	1	Python
20	primaryobjects/qlearning A game using Q-Learning artificial intelligence.	24	Experimental	1	JavaScript
21	Lollorm/Super-Mario-AI Training AI Agents to Beat Super Mario Bros and Super Mario World Using...	24	Experimental	3	Python
22	WillKirkmanM/mario-party-finder 18 Layered Convolutional Neural Network to Predict Any Mario Party Minigame...	24	Experimental	5	Python
23	Laggg/neural-env-surviv Train environment model for RL based agent in browser-based multiplayer...	23	Experimental	26	Jupyter Notebook
24	DavideEspositoPelella/SuperMario-RL Application of the DDQN with ICM algorithm to the SuperMario Game...	22	Experimental	2	Python
25	akndr05/RB2 Recompile and run Dragon Ball Raging Blast 2 using ReXGlue SDK tools for...	22	Experimental	—	C++
26	shreyashreddy/Block-Reign 🎮 Experience grid battles against a self-learning AI that improves from each...	22	Experimental	—	Python
27	VictorNarov/QLearning-GVGAI80 QLearning algorithm of Reinforcement Learning implemented in the GVGAI...	17	Experimental	1	Java
28	pstepanovum/browser-marl-hideseek Multi-agent reinforcement learning framework for training NPCs in...	17	Experimental	—	JavaScript
29	SicrediRC/FreeHoopRL 🏀 Train an AI agent to master basketball shooting using a deep Q-network in...	14	Experimental	—	Python
30	mharrell/BreakoutBot Building a deep reinforcement learning agent using PPO and PyTorch to train...	14	Experimental	—	Python
31	vanillaSky00/neural-arcade 3 AI agents that learn to play Arkanoid, Swimming Squid, and TankMan, from...	14	Experimental	—	Python
32	ayushgayakwad/mazerunner MazeRunner project is an interactive, browser-based visualization of a Deep...	13	Experimental	2	JavaScript
33	mattanikiej/NHL-Hitz-RL-AI A reinforcement learning project to create an AI that can learn and play NHL...	13	Experimental	3	Python
34	cudnah124/Q-bert DQN Agent for Q*bert: Compare vanilla, double & dueling deep Q-networks on ...	13	Experimental	—	Python
35	RobinKa/warlock-rl Reinforcement learning for Warlock Brawl, and an ECS implementation of...	13	Experimental	—	TypeScript
36	CristianCosci/Reinforcement_Learning_Mouse_vs_Cat Two intelligent agents (cat and mouse) compete with each other to achieve...	12	Experimental	5	Python
37	BJEnrik/reinforcement-learning-super-mario This project aims to utilize reinforcement learning (RL) techniques to train...	12	Experimental	6	Jupyter Notebook
38	sickle12138/MatGamer MATLAB game agent	12	Experimental	7	MATLAB
39	Theo-Jaunet/MemoryReduction Online exploration of memory reduction strategies of a DRL agent trained to...	12	Experimental	7	JavaScript
40	billhu0/AI-Aircraft-Warfare CS181 Final Project: Playing Aircraft Warfare Game with Reinforcement Learning	12	Experimental	6	Python
41	SPThreatt/AI-and-Games AI Models Trained on Game Data	11	Experimental	—	Python
42	cpuguy96/deep-rl-worlds-hardest-game Deep Reinforcement Learning to beat the World's Hardest Game	11	Experimental	—	JavaScript
43	mnokno/PongAI Pong AI - Reinforcement Learning Agent for Playing Pong	11	Experimental	—	ShaderLab
44	trietvo3105/Reinforcement-learning-and-Game-theory-for-PyRat A repository for an AI project aiming at automatically playing PyRat game	11	Experimental	4	Python
45	VictorNarov/QLearning-Arkanoid QLearning algorithm of Reinforcement Learning implemented in the GVGAI...	10	Experimental	2	Java

Comparisons in this category

mario-ai and reinforcement-learning-game (51 vs 34) GymGodot and godot_gym_api (37 vs 27) deep_rl_pong_keras and Pong (39 vs 30)