Awesome Open Source
Awesome Open Source
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The Top 44 Rl Open Source Projects

Dopamine ⭐ 9,479
Dopamine is a research framework for fast prototyping of reinforcement learning algorithms.
Tianshou ⭐ 3,293
An elegant PyTorch deep reinforcement learning library.
Elf ⭐ 3,180
ELF: a platform for game research with AlphaGoZero/AlphaZero reimplementation
Alphazero_gomoku ⭐ 2,461
An implementation of the AlphaZero algorithm for Gomoku (also called Gobang or Five in a Row)
Coach ⭐ 2,012
Reinforcement Learning Coach by Intel AI Lab enables easy experimentation with state of the art Reinforcement Learning algorithms
Muzero General ⭐ 1,370
MuZero
Noreward Rl ⭐ 1,212
[ICML 2017] TensorFlow code for Curiosity-driven Exploration for Deep Reinforcement Learning
Rl Baselines Zoo ⭐ 903
A collection of 100+ pre-trained RL agents using Stable Baselines, training and hyperparameter optimization included.
Seed_rl ⭐ 627
SEED RL: Scalable and Efficient Deep-RL with Accelerated Central Inference. Implements IMPALA and R2D2 algorithms in TF2 with SEED's architecture.
Rosettastone ⭐ 531
Hearthstone simulator using C++ with some reinforcement learning
Mushroom Rl ⭐ 475
Python library for Reinforcement Learning.
Awesome Monte Carlo Tree Search Papers ⭐ 414
A curated list of Monte Carlo tree search papers with implementations.
Irl Imitation ⭐ 353
Implementation of Inverse Reinforcement Learning (IRL) algorithms in python/Tensorflow. Deep MaxEnt, MaxEnt, LPIRL
Spriteworld ⭐ 346
Spriteworld: a flexible, configurable python-based reinforcement learning environment
Rad ⭐ 299
RAD: Reinforcement Learning with Augmented Data
Drq ⭐ 299
DrQ: Data regularized Q
Opennars ⭐ 291
OpenNARS for Research 3.0+
Rl Baselines3 Zoo ⭐ 282
A training framework for Stable Baselines3 reinforcement learning agents, with hyperparameter optimization and pre-trained agents included.
Gym Gazebo2 ⭐ 281
gym-gazebo2 is a toolkit for developing and comparing reinforcement learning algorithms using ROS 2 and Gazebo
Matterport3dsimulator ⭐ 278
AI Research Platform for Reinforcement Learning from Real Panoramic Images.
Pytorch Drl ⭐ 256
PyTorch implementations of various Deep Reinforcement Learning (DRL) algorithms for both single agent and multi-agent.
Learning To Communicate Pytorch ⭐ 252
Learning to Communicate with Deep Multi-Agent Reinforcement Learning in PyTorch
Rl Tutorial Jnrr19 ⭐ 241
Stable-Baselines tutorial for Journées Nationales de la Recherche en Robotique 2019
Gymfc ⭐ 233
A universal flight control tuning framework
Rl_trading ⭐ 212
An environment to high-frequency trading agents under reinforcement learning
Atari ⭐ 189
AI research environment for the Atari 2600 games 🤖.
Real Time Ml Project ⭐ 179
A curated list of applied machine learning and data science notebooks and libraries across different industries.
T 1000 ⭐ 154
⚡️ ⚡️ 𝘋𝘦𝘦𝘱 𝘙𝘓 𝘈𝘭𝘨𝘰𝘵𝘳𝘢𝘥𝘪𝘯𝘨 𝘸𝘪𝘵𝘩 𝘙𝘢𝘺 𝘈𝘗𝘐
Cherry ⭐ 150
A PyTorch Library for Reinforcement Learning Research
Pytorch Rl ⭐ 149
Tutorials for reinforcement learning in PyTorch and Gym by implementing a few of the popular algorithms. [IN PROGRESS]
Stable Baselines ⭐ 144
Mirror of Stable-Baselines: a fork of OpenAI Baselines, implementations of reinforcement learning algorithms
Reinforcement_learning ⭐ 133
Implementation of selected reinforcement learning algorithms in Tensorflow. A3C, DDPG, REINFORCE, DQN, etc.
Arel ⭐ 129
Code for the ACL paper "No Metrics Are Perfect: Adversarial Reward Learning for Visual Storytelling"
Ros2learn ⭐ 127
ROS 2 enabled Machine Learning algorithms
Mujoco Benchmark ⭐ 109
Provide full reinforcement learning benchmark on mujoco environments, including ddpg, sac, td3, pg, a2c, ppo, library
Aws Robomaker Sample Application Deepracer ⭐ 106
Use AWS RoboMaker and demonstrate running a simulation which trains a reinforcement learning (RL) model to drive a car around a track
Exploration By Disagreement ⭐ 101
[ICML 2019] TensorFlow Code for Self-Supervised Exploration via Disagreement
Baba Is Auto ⭐ 93
Baba Is You simulator using C++ with some reinforcement learning
Ai Paper Drawer ⭐ 88
人工智能论文关键点集结。This project aims to collect key points of AI papers.
Rlenv.directory ⭐ 86
Explore and find reinforcement learning environments in a list of 150+ open source environments.
Trading Gym ⭐ 78
A Trading environment base on Gym
Pytorch Learn Reinforcement Learning ⭐ 73
A collection of various RL algorithms like policy gradients, DQN and PPO. The goal of this repo will be to make it a go-to resource for learning about RL. How to visualize, debug and solve RL problems. I've additionally included playground.py for learning more about OpenAI gym, etc.
Nlg Rl ⭐ 60
Accelerated Reinforcement Learning for Sentence Generation by Vocabulary Prediction
Dqn Flappybird ⭐ 42
Play flappy bird with DQN, a demo for reinforcement learning, implemented using PyTorch
1-44 of 44 projects
Advertising 📦 10
All Projects
Application Programming Interfaces 📦 124
Applications 📦 192
Artificial Intelligence 📦 78
Blockchain 📦 73
Build Tools 📦 113
Cloud Computing 📦 80
Code Quality 📦 28
Collaboration 📦 32
Command Line Interface 📦 49
Community 📦 83
Companies 📦 60
Compilers 📦 63
Computer Science 📦 80
Configuration Management 📦 42
Content Management 📦 175
Control Flow 📦 213
Data Formats 📦 78
Data Processing 📦 276
Data Storage 📦 135
Economics 📦 64
Frameworks 📦 215
Games 📦 129
Graphics 📦 110
Hardware 📦 152
Integrated Development Environments 📦 49
Learning Resources 📦 166
Legal 📦 29
Libraries 📦 129
Lists Of Projects 📦 22
Machine Learning 📦 347
Mapping 📦 64
Marketing 📦 15
Mathematics 📦 55
Media 📦 239
Messaging 📦 98
Networking 📦 315
Operating Systems 📦 89
Operations 📦 121
Package Managers 📦 55
Programming Languages 📦 245
Runtime Environments 📦 100
Science 📦 42
Security 📦 396
Social Media 📦 27
Software Architecture 📦 72
Software Development 📦 72
Software Performance 📦 58
Software Quality 📦 133
Text Editors 📦 49
Text Processing 📦 136
User Interface 📦 330
User Interface Components 📦 514
Version Control 📦 30
Virtualization 📦 71
Web Browsers 📦 42
Web Servers 📦 26
Web User Interface 📦 210