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The Top 241 Rl Open Source Projects on Github

Dopamine ⭐ 9,678
Dopamine is a research framework for fast prototyping of reinforcement learning algorithms.
Tianshou ⭐ 4,237
An elegant PyTorch deep reinforcement learning library.
Elf ⭐ 3,178
ELF: a platform for game research with AlphaGoZero/AlphaZero reimplementation
Alphazero_gomoku ⭐ 2,427
An implementation of the AlphaZero algorithm for Gomoku (also called Gobang or Five in a Row)
Coach ⭐ 2,084
Reinforcement Learning Coach by Intel AI Lab enables easy experimentation with state of the art Reinforcement Learning algorithms
Muzero General ⭐ 1,545
MuZero
Noreward Rl ⭐ 1,259
[ICML 2017] TensorFlow code for Curiosity-driven Exploration for Deep Reinforcement Learning
Rl Baselines Zoo ⭐ 809
A collection of 100+ pre-trained RL agents using Stable Baselines, training and hyperparameter optimization included.
Gym Gazebo ⭐ 673
Refer to https://github.com/AcutronicRobotics/gym-gazebo2 for the new version
Seed_rl ⭐ 602
SEED RL: Scalable and Efficient Deep-RL with Accelerated Central Inference. Implements IMPALA and R2D2 algorithms in TF2 with SEED's architecture.
Rosettastone ⭐ 563
Hearthstone simulator using C++ with some reinforcement learning
Mushroom Rl ⭐ 541
Python library for Reinforcement Learning.
Rl Baselines3 Zoo ⭐ 515
A training framework for Stable Baselines3 reinforcement learning agents, with hyperparameter optimization and pre-trained agents included.
Awesome Monte Carlo Tree Search Papers ⭐ 439
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
Drq ⭐ 320
DrQ: Data regularized Q
Spriteworld ⭐ 306
Spriteworld: a flexible, configurable python-based reinforcement learning environment
Matterport3dsimulator ⭐ 282
AI Research Platform for Reinforcement Learning from Real Panoramic Images.
Rad ⭐ 273
RAD: Reinforcement Learning with Augmented Data
Opennars ⭐ 252
OpenNARS for Research 3.0+
Gymfc ⭐ 242
A universal flight control tuning framework
Pytorch Drl ⭐ 241
PyTorch implementations of various Deep Reinforcement Learning (DRL) algorithms for both single agent and multi-agent.
Learning To Drive In 5 Minutes ⭐ 210
Implementation of reinforcement learning approach to make a car learn to drive smoothly in minutes
Gym Gazebo2 ⭐ 193
gym-gazebo2 is a toolkit for developing and comparing reinforcement learning algorithms using ROS 2 and Gazebo
Rl Tutorial Jnrr19 ⭐ 191
Stable-Baselines tutorial for Journées Nationales de la Recherche en Robotique 2019
Learning To Communicate Pytorch ⭐ 187
Learning to Communicate with Deep Multi-Agent Reinforcement Learning in PyTorch
Atari ⭐ 185
AI research environment for the Atari 2600 games 🤖.
Rl_trading ⭐ 181
An environment to high-frequency trading agents under reinforcement learning
Stable Baselines ⭐ 155
Mirror of Stable-Baselines: a fork of OpenAI Baselines, implementations of reinforcement learning algorithms
T 1000 ⭐ 155
⚡️ ⚡️ 𝘋𝘦𝘦𝘱 𝘙𝘓 𝘈𝘭𝘨𝘰𝘵𝘳𝘢𝘥𝘪𝘯𝘨 𝘸𝘪𝘵𝘩 𝘙𝘢𝘺 𝘈𝘗𝘐
Cherry ⭐ 142
A PyTorch Library for Reinforcement Learning Research
Reinforcement_learning ⭐ 137
Implementation of selected reinforcement learning algorithms in Tensorflow. A3C, DDPG, REINFORCE, DQN, etc.
Bakkesmodsdk ⭐ 124
The current BakkesModSDK (Unofficial SDK for Rocket League)
Arel ⭐ 124
Code for the ACL paper "No Metrics Are Perfect: Adversarial Reward Learning for Visual Storytelling"
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
Ros2learn ⭐ 98
ROS 2 enabled Machine Learning algorithms
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.
Exploration By Disagreement ⭐ 86
[ICML 2019] TensorFlow Code for Self-Supervised Exploration via Disagreement
Mujoco Benchmark ⭐ 78
Provide full reinforcement learning benchmark on mujoco environments, including ddpg, sac, td3, pg, a2c, ppo, library
Rlenv.directory ⭐ 77
Explore and find reinforcement learning environments in a list of 150+ open source environments.
Rsrl ⭐ 76
A fast, safe and easy to use reinforcement learning framework in Rust.
Rl ⭐ 75
Generic reinforcement learning codebase in TensorFlow
Stable Baselines3 Contrib ⭐ 75
Contrib package for Stable-Baselines3 - Experimental reinforcement learning (RL) code
Bakkesmod2 Plugins ⭐ 75
Default plugins for BakkesMod 2 (A Rocket League training framework)
Sunrise ⭐ 73
SUNRISE: A Simple Unified Framework for Ensemble Learning in Deep Reinforcement Learning
Hra ⭐ 71
Hybrid Reward Architecture
Slitherin ⭐ 70
AI research environment for the game of Snake 🐍 .
Pytorch Rl ⭐ 64
Tutorials for reinforcement learning in PyTorch and Gym by implementing a few of the popular algorithms. [IN PROGRESS]
Trading Gym ⭐ 54
A Trading environment base on Gym
Pytorch Pcgrad ⭐ 53
Pytorch reimplementation for "Gradient Surgery for Multi-Task Learning"
Nlg Rl ⭐ 51
Accelerated Reinforcement Learning for Sentence Generation by Vocabulary Prediction
Gradient Samples ⭐ 49
Samples for TensorFlow binding for .NET by Lost Tech
Rl Code Resources ⭐ 46
A collection of Reinforcement Learning GitHub code resources divided by frameworks and environments
Revisiting_rainbow ⭐ 45
Revisiting Rainbow
Torch Discounted Cumsum ⭐ 44
Fast Discounted Cumulative Sums in PyTorch
Pytorch Learn Reinforcement Learning ⭐ 42
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.
Evalai Starters ⭐ 41
How to create a challenge on EvalAI?
Gym_pomdp ⭐ 35
Gym-like extensions for POMDP
Proto ⭐ 34
Proto-RL: Reinforcement Learning with Prototypical Representations
Rl Gallery ⭐ 34
A gallery for reinforcement learning, including frameworks, tutorials, papers, implementations, applications, etc.
Droid ⭐ 29
Package for rapid prototyping of reinforcement learning environments 🚀
Raylink ⭐ 27
Framework to build and train RL algorithms
Transformers Rl ⭐ 25
An easy PyTorch implementation of "Stabilizing Transformers for Reinforcement Learning"
Aws Robomaker Sample Application Objecttracker ⭐ 25
Use AWS RoboMaker and demonstrate a simulation that can train a reinforcement learning model to make a TurtleBot WafflePi to follow a TurtleBot burger, and then Deploy via RoboMaker to the robot.
Gym Rs ⭐ 21
OpenAI's Gym written in pure Rust for blazingly fast performance
Dqn Flappybird ⭐ 20
Play flappy bird with DQN, a demo for reinforcement learning, implemented using PyTorch
Dom Q Net ⭐ 19
Graph-based Deep Q Network for Web Navigation
Hierarchical Meta Reinforcement Learning ⭐ 19
This repository contains the implementation for the paper - Exploration via Hierarchical Meta Reinforcement Learning.
Mdp ⭐ 19
Make it easy to specify simple MDPs that are compatible with the OpenAI Gym.
Code ⭐ 18
运小筹公众号是致力于分享运筹优化(LP、MIP、NLP、随机规划、鲁棒优化)、凸优化、强化学习等研究领域的内容以及涉及到的算法的代码实现。
Deepbeerinventory Rl ⭐ 16
The code for the SRDQN algorithm to train an agent for the beer game problem
Ai Baselines ⭐ 16
ai-baselines is a Reinforcement Learning platform for Swift ecosystem targeting AI researchers. It connects to Unity environment via gRPC and allows you to train baseline TensorFlow models.
Calm Textgame ⭐ 16
[EMNLP 2020] Keep CALM and Explore: Language Models for Action Generation in Text-based Games
Minimaxq Learning ⭐ 15
Applying minimaxQ learning algorithm to 2 agents games
Google Football Pytorch ⭐ 15
It's the pytorch implementation of google research football.
Cartpole ⭐ 15
Run OpenAI Gym on a Server
Reinforcement Learning Cheatsheet ⭐ 15
Cheatsheet of Reinforcement Learning (Based on Sutton-Barto Book - 2nd Edition)
Corailed ⭐ 14
Unrailed! simulator using C++ with some reinforcement learning and Unrailed! AI using Python with OpenCV
Safeoptioncritic ⭐ 11
Safe Option-Critic: Learning Safety in the Option-Critic Architecture
Rl_webots ⭐ 10
Webots project to show how to use Deep Reinforcement Learning with Webots in C++.
Pacmangym ⭐ 10
Open AI Gym version of Berkeley AI Pacman with images as states
Idnet ⭐ 10
Intelligence Defined Networking
Rl_carla ⭐ 10
Train auto_car in CARLA simulator with RL algorithms(SAC).
Rl Botics ⭐ 10
Deep Reinforcement Learning Toolbox for Robotics using Keras and TensorFlow
Barl Simpleoptions ⭐ 10
A small Python package which provides a simple framework for working with Options in Reinforcement Learning.
F1tenth Rl ⭐ 9
Dqn with lidar data on f1tenth real car or f1tenth simulator
Video Annotator ⭐ 9
A simple user-friendly Java application that can be used to extract images from a video and annotate the presence of objects and actions, as a data set for reinforcement learning.
Parenting Rl ⭐ 9
Code for PARENTing via Model-Agnostic Reinforcement Learning to Correct Pathological Behaviors in Data-to-Text Generation (Rebuffel, Soulier, Scoutheeten, Gallinari; INLG 2020)
Robot Gym ⭐ 9
RL applied to robotics.
Gym Vrep ⭐ 8
Open-AI Gym extension for robotics based on V-REP
Rl Cheatsheet ⭐ 8
A summary of important concepts and algorithms in RL
Rllite ⭐ 8
Deepreinforcementlearningnanodegree ⭐ 8
Exercices and assignments from the Udacity deep reinforcement learning nanodegree
Ethicsshaping ⭐ 8
[AAAI 2018] Implementation of the Ethics Shaping approach proposed in "A low-cost ethics shaping approach for designing reinforcement learning agents"
Imbdrl ⭐ 8
Imbalanced Classification with Deep Reinforcement Learning
Distr A3c ⭐ 8
A3C training over cluster using distributed TensorFlow
Lazimpa ⭐ 8
Code for the paper LazImpa: Lazy and Impatient neural agents learn to communicate efficiently. Mathieu Rita, Rahma Chaabouni and Emmanuel Dupoux (CoNLL 2020)
Rl Tcp ⭐ 7
Reinforcement Learning based TCP congestion control
Map ⭐ 7
算法 数学 科学。这是一个全网收藏夹; 是一个备忘录; 是一个To-Do List; 是未来的技能点; 也是一个算法工程师的网址导航．Have fun : )
Torcs Reinforcement Learning Using Q Learning ⭐ 7
Lane keeping assistant using Reinforcement learning
1-100 of 241 projects

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Applications 📦 181
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Cloud Computing 📦 79
Code Quality 📦 28
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Command Line Interface 📦 48
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Data Processing 📦 266
Data Storage 📦 132
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