The AI Games is an online platform where users can create and train AI bots to compete in various strategy games.
Best Unity ML-Agents Alternatives ranked by AI · updated May 2025
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Unity ML-Agents enables games and simulations to serve as environments for training intelligent agents.
Price: Free
Top 6 Unity ML-Agents alternatives
OpenAI Gym is an open-source Python toolkit for developing and comparing reinforcement learning algorithms through standardized environments. It was widely used by...
Pros
- Established API used by a large body of reinforcement learning research
- Includes classic control, box2D, toy-text, and Atari-style environments
- Simple environment interface for prototyping agents
Cons
- No longer actively maintained compared with Gymnasium
- Older API differs from current reinforcement learning tooling
- Limited support for modern environments and dependency versions
OpenAI Universe is a platform for training AI agents in a diverse range of environments, including games and websites.
SerpentAI is a game agent framework that allows you to train AI to play any game you own with versatile inputs, and...
DeepMind Lab is a customizable 3D platform for agent-based AI research.
Pros
- Customizable environments for research
- Support for large-scale experiments
Cons
- Limited community support
- Requires familiarity with DeepMind's ecosystem
Gym Retro is a platform for reinforcement learning research on video games. It provides tools to turn retro game ROMs into Gym...
Pros
- Support for retro games
- Easy integration with OpenAI Gym
Cons
- Limited to retro game environments
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