Repository Index

The Unity Machine Learning Agents Toolkit (ML-Agents) is an open-source project that enables games and simulations to serve as environments for training intelligent agents using deep reinforcement learning and imitation learning.

• reinforcement-learning
• unity3d
• deep-learning
• unity

FinRL®: Financial Reinforcement Learning. 🔥

• deep-reinforcement-learning
• drl-trading-agents
• stock-trading
• drl-algorithms

OpenAI Baselines: high-quality implementations of reinforcement learning algorithms

PyTorch version of Stable Baselines, reliable implementations of reinforcement learning algorithms.

• reinforcement-learning
• reinforcement-learning-algorithms
• machine-learning
• gym

A standard API for single-agent reinforcement learning environments, with popular reference environments and related utilities (formerly Gym)

• api
• gym
• reinforcement-learning

An elegant PyTorch deep reinforcement learning library.

• pytorch
• policy-gradient
• dqn
• double-dqn

Dopamine is a research framework for fast prototyping of reinforcement learning algorithms.

• rl
• ml
• ai
• google

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

• wandb
• reinforcement-learning
• pytorch
• python

Vowpal Wabbit is a machine learning system which pushes the frontier of machine learning with techniques such as online, hashing, allreduce, reductions, learning2search, active, and interactive learning.

• c-plus-plus
• machine-learning
• online-learning
• contextual-bandits

Playing Pokemon Red with Reinforcement Learning

A platform for Reasoning systems (Reinforcement Learning, Contextual Bandits, etc.)

OpenDILab Decision AI Engine. The Most Comprehensive Reinforcement Learning Framework B.P.

• reinforcement-learning
• multiagent-reinforcement-learning
• self-play
• imitation-learning

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

• api
• gymnasium
• multi-agent-reinforcement-learning
• reinforcement-learning

TF-Agents: A reliable, scalable and easy to use TensorFlow library for Contextual Bandits and Reinforcement Learning.

• reinforcement-learning
• tensorflow
• contextual-bandits
• bandits

PyBullet Gymnasium environments for single and multi-agent reinforcement learning of quadcopter control

• pybullet
• crazyflie
• robotics
• reinforcement-learning

A toolkit for reproducible reinforcement learning research.

• rl-algorithms
• reproducibility
• pytorch
• tensorflow

Clean PyTorch implementations of imitation and reward learning algorithms

• reward-learning
• inverse-reinforcement-learning
• imitation-learning
• gymnasium

📈 Personae is a repo of implements and environment of Deep Reinforcement Learning & Supervised Learning for Quantitative Trading.

• reinforcement-learning
• supervised-learning
• stock-data
• trading

OpenAI Gym environments for an open-source quadruped robot (SpotMicro)

• openai-gym
• openai-gym-environments
• robotics
• tensorflow

Modular Reinforcement Learning (RL) library (implemented in PyTorch, JAX, and NVIDIA Warp) with support for Gymnasium/Gym, NVIDIA Isaac Lab, MuJoCo Playground and other environments

• reinforcement-learning
• python
• deep-learning
• gym

Scalable, event-driven, deep-learning-friendly backtesting library

• reinforcement-learning
• deep-reinforcement-learning
• gym-environment
• openai-gym

An engine for high performance multi-agent environments with very large numbers of agents, along with a set of reference environments

PettingZoo and Gymnasium bindings for popular reinforcement learning environments outside of Farama

• deepmind-control-suite
• deepmind-lab
• gymnasium
• reinforcement-learning

PyBullet CartPole and Quadrotor environments—with CasADi symbolic a priori dynamics—for learning-based control and RL

• gym
• pybullet
• reinforcement-learning
• control