A standard API for single-agent reinforcement learning environments, with popular reference environments and related utilities (formerly Gym)
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A toolkit for developing and comparing reinforcement learning algorithms.
A standard API for multi-agent reinforcement learning environments, with popular reference environments and related utilities
PettingZoo and Gymnasium bindings for popular reinforcement learning environments outside of Farama
C++-based high-performance parallel environment execution engine (vectorized env) for general RL environments.
Evaluate and improve models and agents using environments
Tensorforce: a TensorFlow library for applied reinforcement learning
