Unity ML Agents Environments ML Frameworks

Game and simulation environments built with Unity ML-Agents toolkit for training reinforcement learning agents. Includes example projects, custom environments, and tutorials using Unity's ML-Agents framework. Does NOT include general reinforcement learning frameworks, non-Unity game AI, or Unreal Engine ML implementations.

There are 30 unity ml agents environments frameworks tracked. 1 score above 50 (established tier). The highest-rated is Unity-Technologies/obstacle-tower-env at 54/100 with 545 stars and 11 monthly downloads.

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#	Framework	Score	Tier	Stars	Language
1	Unity-Technologies/obstacle-tower-env Obstacle Tower Environment	54	Established	545	Python
2	UnityTechnologies/MachineLearningRoguelike A small Roguelike game that uses Machine Learning to power its entities....	41	Emerging	467	C#
3	CoderOneHQ/ultimate-volleyball 3D RL Volleyball environment built on Unity ML-Agents	36	Emerging	96	C#
4	kaiergin/runescape-ML Train computer vision models to complete clicking tasks by learning from...	34	Emerging	34	Python
5	smtmRadu/DeepUnity An open source deep learning library for Unity.	34	Emerging	17	Jupyter Notebook
6	Naton1/osrs-pvp-reinforcement-learning Train a neural network to PvP in Old School RuneScape using reinforcement learning.	33	Emerging	159	Java
7	CoderOneHQ/ultimate-volleyball-starter Tutorial kit for building a 3D deep reinforcement learning environment with...	28	Experimental	11	C#
8	alperenkbd/AircraftFighterSimulationUsingMachineLearning Nowadays Using machine learning methods at simulations systems has been...	27	Experimental	25	C#
9	menondj/RLearningUnity3D Multiple Reinforcement learning techniques on 3x3 TicTacToe	26	Experimental	5	C#
10	bryanat/Reinforcement-Learning-Unity-3D-Packing 3D Packing with Deep Reinforcement Learning using Unity ML-Agents (AI)	23	Experimental	22	Python
11	StevenRice99/ML-Asteroids Teaching an agent to player Asteroids with Unity ML-Agents	22	Experimental	—	C#
12	StevenRice99/ML-Dungeon Sample dungeon example using Unity ML-Agents	22	Experimental	—	C#
13	notDroid/unity-rl This repo contains utility and examples of solving reinforcement learning...	22	Experimental	4	Jupyter Notebook
14	Sumrak-s/Cross-the-road-Unity-ML-Agents AI learns to cross the road with Unity ML-Agents (imitation learning or...	21	Experimental	8	C#
15	mimisukeMaster/TableTennisAI A project created with ML-Agents for AIs that play table tennis.	19	Experimental	5	C#
16	aidude/GTA_ai GTA 5 AI Project	18	Experimental	6	Python
17	CinderScript/pixel_walker Virtual autonomous robot interfacing with GPT-3 and trained using ml-agents....	18	Experimental	6	C#
18	lukehollis/three-mlagents Three.js + Torch implementation of Unity's ML-Agents framework for agent...	18	Experimental	32	Python
19	gianfrancodemarco/vollAIball Agents learning volleyball in a Unity3D environment, using Reinforcement...	15	Experimental	2	C#
20	Yuulis/UNO-Game UNO made with Unity.	14	Experimental	9	C#
21	ulanch/air-hockey-rl A Unity-based Air Hockey simulation leveraging ML-Agents for reinforcement...	13	Experimental	2	C#
22	BvHand487/TrafficSimTest Traffic simulation with vehicles and traffic lights made in Unity with...	13	Experimental	2	C#
23	kyegomez/CrysisAI Implementation of the AI model from Crysis with Heat Imaging and...	13	Experimental	6	Python
24	AlanLaboratory/UnrealMLAgentsExamples A collection of example environments for UnrealMLAgents plugin, showcasing...	13	Experimental	6	C#
25	smtmRadu/DRL-Agents [Deprecated] Add-on toolkit used to train AIs in Unity Engine.	12	Experimental	4	C#
26	Alexiush/ML-Agents-Modular ML-Agents extension that allows to create custom models and setup...	11	Experimental	—	C#
27	UlasTosun/Unity-ML-Agents-Toolkit-Examples An example Unity project for Machine Learning Agents (ML-Agents) Toolkit.	11	Experimental	—	ShaderLab
28	aillieo/EasyDQN A simple DQN implementation in Unity3D.	11	Experimental	2	C#
29	FrozenAssassine/DeepReinforcementLearning Deep Reinforcement Learning in Unity written entirely from scratch	10	Experimental	1	ShaderLab
30	DevSlem/unity-ml-agents Share Unity ML-Agents reinforcement learning environments.	10	Experimental	1	C#

Comparisons in this category

ultimate-volleyball and ultimate-volleyball-starter (36 vs 28)