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The Top 2,341 Rl Open Source Projects

Reinforcement Learning ⭐ 18,272
Implementation of Reinforcement Learning Algorithms. Python, OpenAI Gym, Tensorflow. Exercises and Solutions to accompany Sutton's Book and David Silver's course.
most recent commit 2 months ago
Dopamine ⭐ 9,941
Dopamine is a research framework for fast prototyping of reinforcement learning algorithms.
dependent packages 6total releases 44most recent commit 4 days agopypi dopamine-rl} Downloads
Awesome Rl ⭐ 7,920
Reinforcement learning resources curated
most recent commit a month ago
Spinningup ⭐ 7,205
An educational resource to help anyone learn deep reinforcement learning.
most recent commit 3 months ago
Tianshou ⭐ 5,341
An elegant PyTorch deep reinforcement learning library.
dependent packages 4total releases 29most recent commit a day agopypi tianshou} Downloads
Practical_rl ⭐ 5,135
A course in reinforcement learning in the wild
most recent commit 7 days ago
Stable Baselines3 ⭐ 4,520
PyTorch version of Stable Baselines, reliable implementations of reinforcement learning algorithms.
dependent packages 34total releases 49most recent commit 19 hours agopypi stable-baselines3} Downloads
Reagent ⭐ 3,301
A platform for Reasoning systems (Reinforcement Learning, Contextual Bandits, etc.)
total releases 2most recent commit 17 days ago
Reinforcement Learning ⭐ 3,220
Learn Deep Reinforcement Learning in 60 days! Lectures & Code in Python. Reinforcement Learning + Deep Learning
most recent commit 2 years ago
Elf ⭐ 3,178
ELF: a platform for game research with AlphaGoZero/AlphaZero reimplementation
most recent commit 3 years ago
Financial Machine Learning ⭐ 3,003
A curated list of practical financial machine learning tools and applications.
most recent commit a day ago
Acme ⭐ 2,941
A library of reinforcement learning components and agents
total releases 5most recent commit 4 days ago
Rl Adventure 2 ⭐ 2,484
PyTorch0.4 implementation of: actor critic / proximal policy optimization / acer / ddpg / twin dueling ddpg / soft actor critic / generative adversarial imitation learning / hindsight experience replay
most recent commit a year ago
Deep Reinforcement Learning Hands On ⭐ 2,482
Hands-on Deep Reinforcement Learning, published by Packt
most recent commit a month ago
Rl Adventure ⭐ 2,450
Pytorch Implementation of DQN / DDQN / Prioritized replay/ noisy networks/ distributional values/ Rainbow/ hierarchical RL
most recent commit a year ago
Alphazero_gomoku ⭐ 2,427
An implementation of the AlphaZero algorithm for Gomoku (also called Gobang or Five in a Row)
most recent commit a year ago
Rl Stock ⭐ 2,419
📈 如何用深度强化学习自动炒股
most recent commit 10 days ago
Agents ⭐ 2,386
TF-Agents: A reliable, scalable and easy to use TensorFlow library for Contextual Bandits and Reinforcement Learning.
dependent packages 8total releases 36most recent commit 13 days agopypi tf-agents} Downloads
Coach ⭐ 2,203
Reinforcement Learning Coach by Intel AI Lab enables easy experimentation with state of the art Reinforcement Learning algorithms
dependent packages 1total releases 13most recent commit 24 days agopypi rl-coach} Downloads
Minimalrl ⭐ 1,944
Implementations of basic RL algorithms with minimal lines of codes! (pytorch based)
most recent commit a year ago
Muzero General ⭐ 1,919
MuZero
most recent commit a month ago
Awesome Ai In Finance ⭐ 1,559
🔬 A curated list of awesome machine learning strategies & tools in financial market.
most recent commit a month ago
Introrl ⭐ 1,535
Intro to Reinforcement Learning (强化学习纲要）
most recent commit 2 years ago
Papers Literature Ml Dl Rl Ai ⭐ 1,516
Highly cited and useful papers related to machine learning, deep learning, AI, game theory, reinforcement learning
most recent commit a year ago
Garage ⭐ 1,448
A toolkit for reproducible reinforcement learning research.
dependent packages 2total releases 21most recent commit 6 months agopypi garage} Downloads
Bsuite ⭐ 1,332
bsuite is a collection of carefully-designed experiments that investigate core capabilities of a reinforcement learning (RL) agent
total releases 4most recent commit 2 months ago
Noreward Rl ⭐ 1,315
[ICML 2017] TensorFlow code for Curiosity-driven Exploration for Deep Reinforcement Learning
most recent commit a month ago
Awesome Reinforcement Learning Zh ⭐ 1,175
中文整理的强化学习资料（Reinforcement Learning）
most recent commit 3 years ago
Awesome Deep Rl ⭐ 1,173
For deep RL and the future of AI.
most recent commit 3 months ago
Bindsnet ⭐ 1,152
Simulation of spiking neural networks (SNNs) using PyTorch.
most recent commit 14 days ago
Rl Baselines Zoo ⭐ 1,025
A collection of 100+ pre-trained RL agents using Stable Baselines, training and hyperparameter optimization included.
most recent commit a month ago
Textworld ⭐ 976
​TextWorld is a sandbox learning environment for the training and evaluation of reinforcement learning (RL) agents on text-based games.
total releases 30most recent commit 25 days ago
Deeprlhacks ⭐ 959
Hacks for training RL systems from John Schulman's lecture at Deep RL Bootcamp (Aug 2017)
most recent commit 5 years ago
Rl Baselines3 Zoo ⭐ 953
A training framework for Stable Baselines3 reinforcement learning agents, with hyperparameter optimization and pre-trained agents included.
most recent commit 2 days ago
Nle ⭐ 832
The NetHack Learning Environment
dependent packages 1total releases 14most recent commit 8 days agopypi nle} Downloads
Metaworld ⭐ 797
An open source robotics benchmark for meta- and multi-task reinforcement learning
most recent commit 19 days ago
D3rlpy ⭐ 789
An offline deep reinforcement learning library
dependent packages 1total releases 20most recent commit a day agopypi d3rlpy} Downloads
Basic_reinforcement_learning ⭐ 772
An introductory series to Reinforcement Learning (RL) with comprehensive step-by-step tutorials.
most recent commit 4 years ago
Seed_rl ⭐ 755
SEED RL: Scalable and Efficient Deep-RL with Accelerated Central Inference. Implements IMPALA and R2D2 algorithms in TF2 with SEED's architecture.
most recent commit 3 days ago
Smac ⭐ 748
SMAC: The StarCraft Multi-Agent Challenge
most recent commit a month ago
Scalable_agent ⭐ 746
A TensorFlow implementation of Scalable Distributed Deep-RL with Importance Weighted Actor-Learner Architectures.
most recent commit 4 years ago
Smarts ⭐ 685
Scalable Multi-Agent RL Training School for Autonomous Driving
most recent commit 2 days ago
Gym Gazebo ⭐ 673
Refer to https://github.com/AcutronicRobotics/gym-gazebo2 for the new version
most recent commit 4 years ago
Maro ⭐ 663
Multi-Agent Resource Optimization (MARO) platform is an instance of Reinforcement Learning as a Service (RaaS) for real-world resource optimization problems.
dependent packages 1total releases 22most recent commit a day agopypi pymaro} Downloads
Tc Bot ⭐ 663
User Simulation for Task-Completion Dialogues
most recent commit 5 years ago
Pytorch Maml Rl ⭐ 645
Reinforcement Learning with Model-Agnostic Meta-Learning in Pytorch
most recent commit a year ago
Rl ⭐ 638
The Robotics Library (RL) is a self-contained C++ library for rigid body kinematics and dynamics, motion planning, and control.
most recent commit 15 days ago
Polyrnn Pp Pytorch ⭐ 634
PyTorch training/tool code for Polygon-RNN++ (CVPR 2018)
most recent commit 3 years ago
Mushroom Rl ⭐ 624
Python library for Reinforcement Learning.
dependent packages 3total releases 15most recent commit 21 hours agopypi mushroom-rl} Downloads
Rosettastone ⭐ 615
Hearthstone simulator using C++ with some reinforcement learning
most recent commit 13 days ago
Rlseq2seq ⭐ 610
Deep Reinforcement Learning For Sequence to Sequence Models
most recent commit 3 years ago
Gym Pybullet Drones ⭐ 599
PyBullet Gym environments for single and multi-agent reinforcement learning of quadcopter control
most recent commit a month ago
Slimevolleygym ⭐ 581
A simple OpenAI Gym environment for single and multi-agent reinforcement learning
most recent commit 4 months ago
Fast_abs_rl ⭐ 575
Code for ACL 2018 paper: "Fast Abstractive Summarization with Reinforce-Selected Sentence Rewriting. Chen and Bansal"
most recent commit 2 years ago
Awesome Rl Envs ⭐ 567
most recent commit 3 months ago
Torchbeast ⭐ 560
A PyTorch Platform for Distributed RL
most recent commit a year ago
Flappybird ⭐ 555
基于Java基础类库编写的Flappy Bird
most recent commit 2 months ago
Hanabi Learning Environment ⭐ 535
hanabi_learning_environment is a research platform for Hanabi experiments.
most recent commit a year ago
Rlzoo ⭐ 503
A Comprehensive Reinforcement Learning Zoo for Simple Usage 🚀
total releases 6most recent commit 9 months ago
Awesome Monte Carlo Tree Search Papers ⭐ 487
A curated list of Monte Carlo tree search papers with implementations.
most recent commit a month ago
Tensorflow Reinforce ⭐ 477
Implementations of Reinforcement Learning Models in Tensorflow
most recent commit 5 years ago
Rliable ⭐ 470
[NeurIPS'21 Outstanding Paper] Library for reliable evaluation on RL and ML benchmarks, even with only a handful of seeds.
total releases 9most recent commit 3 months ago
Rl Starter Files ⭐ 469
RL starter files in order to immediatly train, visualize and evaluate an agent without writing any line of code
most recent commit 2 months ago
Robotics Rl Srl ⭐ 455
S-RL Toolbox: Reinforcement Learning (RL) and State Representation Learning (SRL) for Robotics
most recent commit 2 years ago
Recsim ⭐ 454
A Configurable Recommender Systems Simulation Platform
total releases 13most recent commit 2 years ago
Surreal ⭐ 450
Open-Source Distributed Reinforcement Learning Framework by Stanford Vision and Learning Lab
most recent commit 3 years ago
Awesome Deep Rl ⭐ 415
A curated list of awesome Deep Reinforcement Learning resources.
most recent commit 20 days ago
Irl Imitation ⭐ 412
Implementation of Inverse Reinforcement Learning (IRL) algorithms in python/Tensorflow. Deep MaxEnt, MaxEnt, LPIRL
most recent commit 5 months ago
Rl Teacher ⭐ 410
Code for Deep RL from Human Preferences [Christiano et al]. Plus a webapp for collecting human feedback
most recent commit 3 years ago
Tf2rl ⭐ 408
TensorFlow2 Reinforcement Learning
total releases 23most recent commit 10 months ago
Sample Factory ⭐ 407
High throughput synchronous and asynchronous reinforcement learning
total releases 14most recent commit 11 hours ago
Reinforcement Implementation ⭐ 380
Implementation of benchmark RL algorithms
most recent commit 4 months ago
Maml_rl ⭐ 379
Code for RL experiments in "Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks"
most recent commit 3 years ago
Genrl ⭐ 375
A PyTorch reinforcement learning library for generalizable and reproducible algorithm implementations with an aim to improve accessibility in RL
total releases 4most recent commit 9 months ago
Rl Tutorial Jnrr19 ⭐ 368
Stable-Baselines tutorial for Journées Nationales de la Recherche en Robotique 2019
most recent commit a month ago
Lagom ⭐ 365
lagom: A PyTorch infrastructure for rapid prototyping of reinforcement learning algorithms.
most recent commit 3 years ago
Sumo Rl ⭐ 365
Reinforcement Learning environments for Traffic Signal Control with SUMO. Compatible with Gym, PettingZoo, and popular RL libraries.
total releases 3most recent commit 17 days ago
Batch_rl ⭐ 363
Offline Reinforcement Learning (aka Batch Reinforcement Learning) on Atari 2600 games
most recent commit 3 months ago
Snake Ga ⭐ 360
AI Agent that learns how to play Snake with Deep Q-Learning
most recent commit a year ago
Reinforcement_learning_tutorial_with_demo ⭐ 357
Reinforcement Learning Tutorial with Demo: DP (Policy and Value Iteration), Monte Carlo, TD Learning (SARSA, QLearning), Function Approximation, Policy Gradient, DQN, Imitation, Meta Learning, Papers, Courses, etc..
most recent commit 4 years ago
Pytorch Rl ⭐ 356
This repository contains model-free deep reinforcement learning algorithms implemented in Pytorch
total releases 2most recent commit 3 years ago
Cadrl_ros ⭐ 355
ROS package for dynamic obstacle avoidance for ground robots trained with deep RL
most recent commit a year ago
Neptune Client ⭐ 349
📒 Experiment tracking tool and model registry
dependent packages 22total releases 142most recent commit 11 hours agopypi neptune-client} Downloads
Matterport3dsimulator ⭐ 346
AI Research Platform for Reinforcement Learning from Real Panoramic Images.
most recent commit 10 days ago
Rl_games ⭐ 343
RL implementations
total releases 13most recent commit 10 days ago
Ns3 Gym ⭐ 338
ns3-gym - The Playground for Reinforcement Learning in Networking Research
most recent commit 5 months ago
Deep_rl_trader ⭐ 337
Trading Environment(OpenAI Gym) + DDQN (Keras-RL)
most recent commit 10 days ago
Gym_torcs ⭐ 337
most recent commit 5 years ago
Meta Rl ⭐ 332
Implementation of Meta-RL A3C algorithm
most recent commit 6 years ago
Alphagozero Python Tensorflow ⭐ 330
Congratulation to DeepMind! This is a reengineering implementation (on behalf of many other git repo in /support/) of DeepMind's Oct19th publication: [Mastering the Game of Go without Human Knowledge]. The supervised learning approach is more practical for individuals. (This repository has single purpose of education only)
most recent commit 2 months ago
Drq ⭐ 320
DrQ: Data regularized Q
most recent commit a year ago
Openai_lab ⭐ 314
An experimentation framework for Reinforcement Learning using OpenAI Gym, Tensorflow, and Keras.
most recent commit 5 years ago
Recnn ⭐ 313
Reinforced Recommendation toolkit build around pytorch 1.7
most recent commit 2 years ago
Tonic ⭐ 312
Tonic RL library
most recent commit a year ago
Spriteworld ⭐ 306
Spriteworld: a flexible, configurable python-based reinforcement learning environment
dependent packages 2total releases 5most recent commit 3 years agopypi spriteworld} Downloads
Furniture ⭐ 305
IKEA Furniture Assembly Environment for Long-Horizon Complex Manipulation Tasks
most recent commit a year ago
Deep Learning Nlp Rl Papers ⭐ 286
Recent Deep Learning papers in NLU and RL
most recent commit 3 years ago
Citylearn ⭐ 284
Official reinforcement learning environment for demand response and load shaping
total releases 2most recent commit 23 days ago
Convlab ⭐ 282
DSTC8 Track 1 Task 1 End-to-End Multi-Domain Dialog Challenge Result:
most recent commit 2 years ago
Rad ⭐ 273
RAD: Reinforcement Learning with Augmented Data
most recent commit 2 years ago
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