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The Top 23 Python Reinforcement Learning Gym Open Source Projects

Open source projects categorized as Python Reinforcement Learning Gym
Categories > Machine Learning > Reinforcement Learning
Stable Baselines3 ⭐ 7,292
PyTorch version of Stable Baselines, reliable implementations of reinforcement learning algorithms.
dependent packages 79total releases 80most recent commit 3 months agopypi stable-baselines3} Downloads
Keras Rl ⭐ 5,348
Deep Reinforcement Learning for Keras.
dependent packages 3total releases 8most recent commit a year agopypi keras-rl} Downloads
Gymnasium ⭐ 4,828
An API standard for single-agent reinforcement learning environments, with popular reference environments and related utilities (formerly Gym)
dependent packages 210total releases 10most recent commit 3 months agopypi gymnasium} Downloads
Cleanrl ⭐ 3,947
High-quality single file implementation of Deep Reinforcement Learning algorithms with research-friendly features (PPO, DQN, C51, DDPG, TD3, SAC, PPG)
most recent commit 3 months ago
Stable Baselines ⭐ 3,064
A fork of OpenAI Baselines, implementations of reinforcement learning algorithms
dependent packages 10total releases 31most recent commit 3 years agopypi stable-baselines} Downloads
Pettingzoo ⭐ 2,218
An API standard for multi-agent reinforcement learning environments, with popular reference environments and related utilities
dependent packages 34total releases 64most recent commit 3 months agopypi pettingzoo} Downloads
Muzero General ⭐ 2,203
MuZero
most recent commit 8 months ago
Gym Anytrading ⭐ 1,751
The most simple, flexible, and comprehensive OpenAI Gym trading environment (Approved by OpenAI Gym)
most recent commit 8 months ago
Rl Baselines3 Zoo ⭐ 1,640
A training framework for Stable Baselines3 reinforcement learning agents, with hyperparameter optimization and pre-trained agents included.
dependent packages 2total releases 18most recent commit 3 months agopypi rl-zoo3} Downloads
Rl Baselines Zoo ⭐ 1,025
A collection of 100+ pre-trained RL agents using Stable Baselines, training and hyperparameter optimization included.
most recent commit 2 years ago
Gym Pybullet Drones ⭐ 931
PyBullet Gym environments for single and multi-agent reinforcement learning of quadcopter control
most recent commit 4 months ago
Batch Ppo ⭐ 919
Efficient Batched Reinforcement Learning in TensorFlow
total releases 1most recent commit 5 years ago
Deepdrive ⭐ 845
Deepdrive is a simulator that allows anyone with a PC to push the state-of-the-art in self-driving
most recent commit 9 months ago
Btgym ⭐ 825
Scalable, event-driven, deep-learning-friendly backtesting library
most recent commit 3 years ago
Rl Book ⭐ 794
Source codes for the book "Reinforcement Learning: Theory and Python Implementation"
most recent commit 4 months ago
Corl ⭐ 769
High-quality single-file implementations of SOTA Offline and Offline-to-Online RL algorithms: AWAC, BC, CQL, DT, EDAC, IQL, SAC-N, TD3+BC, LB-SAC, SPOT, Cal-QL, ReBRAC
most recent commit 9 months ago
Lightzero ⭐ 767
[NeurIPS 2023 Spotlight] LightZero: A Unified Benchmark for Monte Carlo Tree Search in General Sequential Decision Scenarios
total releases 2most recent commit 3 months ago
Rex Gym ⭐ 759
OpenAI Gym environments for an open-source quadruped robot (SpotMicro)
total releases 17most recent commit 3 years ago
Super Mario Bros A3c Pytorch ⭐ 735
Asynchronous Advantage Actor-Critic (A3C) algorithm for Super Mario Bros
most recent commit 3 years ago
Super Mario Bros Ppo Pytorch ⭐ 692
Proximal Policy Optimization (PPO) algorithm for Super Mario Bros
most recent commit 3 years ago
Sumo Rl ⭐ 545
Reinforcement Learning environments for Traffic Signal Control with SUMO. Compatible with Gymnasium, PettingZoo, and popular RL libraries.
total releases 8most recent commit 3 months ago
Rl_a3c_pytorch ⭐ 535
A3C LSTM Atari with Pytorch plus A3G design
most recent commit a year ago
Pytorch Blender ⭐ 510
💦 Seamless, distributed, real-time integration of Blender into PyTorch data pipelines
most recent commit 6 months ago
The 10 Most Depended On Python Reinforcement Learning Gym Open Source Projects
Stable Baselines3 ⭐ 7,292
PyTorch version of Stable Baselines, reliable implementations of reinforcement learning algorithms.
dependent packages 79total releases 80latest release November 17, 2023most recent commit 3 months agopypi stable-baselines3} Downloads
Pettingzoo ⭐ 2,218
An API standard for multi-agent reinforcement learning environments, with popular reference environments and related utilities
dependent packages 34total releases 64latest release November 16, 2023most recent commit 3 months agopypi pettingzoo} Downloads
Stable Baselines3 Contrib ⭐ 384
Contrib package for Stable-Baselines3 - Experimental reinforcement learning (RL) code
dependent packages 14total releases 57latest release November 17, 2023most recent commit 3 months agopypi sb3-contrib} Downloads
Stable Baselines ⭐ 3,064
A fork of OpenAI Baselines, implementations of reinforcement learning algorithms
dependent packages 10total releases 31latest release April 06, 2021most recent commit 3 years agopypi stable-baselines} Downloads
Keras Rl ⭐ 5,348
Deep Reinforcement Learning for Keras.
dependent packages 3total releases 8latest release June 01, 2018most recent commit a year agopypi keras-rl} Downloads
Rtgym ⭐ 49
Easily implement custom Gymnasium environments for real-time applications
dependent packages 1total releases 13latest release October 15, 2023most recent commit 6 months agopypi rtgym} Downloads
Rllte ⭐ 403
Long-Term Evolution Project of Reinforcement Learning
dependent packages 1total releases 7latest release May 15, 2023most recent commit 3 months agopypi hsuanwu} Downloads
Panda Gym ⭐ 385
Set of robotic environments based on PyBullet physics engine and gymnasium.
dependent packages 1total releases 22latest release July 05, 2022most recent commit 4 months agopypi panda-gym} Downloads
The 10 Latest Releases In Python Reinforcement Learning Gym Open Source Projects
Stable Baselines3 Contrib ⭐ 384
Contrib package for Stable-Baselines3 - Experimental reinforcement learning (RL) code
dependent packages 14total releases 57latest release November 17, 2023most recent commit 3 months agopypi sb3-contrib} Downloads
Stable Baselines3 ⭐ 7,292
PyTorch version of Stable Baselines, reliable implementations of reinforcement learning algorithms.
dependent packages 79total releases 80latest release November 17, 2023most recent commit 3 months agopypi stable-baselines3} Downloads
Pettingzoo ⭐ 2,218
An API standard for multi-agent reinforcement learning environments, with popular reference environments and related utilities
dependent packages 34total releases 64latest release November 16, 2023most recent commit 3 months agopypi pettingzoo} Downloads
Openrl ⭐ 496
Unified Reinforcement Learning Framework
dependent packages 1total releases 23latest release October 27, 2023most recent commit 3 months agopypi openrl} Downloads
Simglucose ⭐ 191
A Type-1 Diabetes simulator implemented in Python for Reinforcement Learning purpose
total releases 21latest release October 27, 2023most recent commit 5 months ago
Loopquest ⭐ 26
A Production Tool for Embodied AI
total releases 11latest release October 22, 2023most recent commit 4 months ago
Rtgym ⭐ 49
Easily implement custom Gymnasium environments for real-time applications
dependent packages 1total releases 13latest release October 15, 2023most recent commit 6 months agopypi rtgym} Downloads
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