An API standard for multi-agent reinforcement learning environments, with popular reference environments and related utilities

High-quality single file implementation of Deep Reinforcement Learning algorithms with research-friendly features (PPO, DQN, C51, DDPG, TD3, SAC, PPG)

One repository is all that is necessary for Multi-agent Reinforcement Learning (MARL)

Ray is an AI compute engine. Ray consists of a core distributed runtime and a set of AI Libraries for accelerating ML workloads.