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393 search results found

Awesome Rl ⭐ 8,195

Reinforcement learning resources curated

Stable Baselines3 ⭐ 7,292

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

Practical_rl ⭐ 5,572

A course in reinforcement learning in the wild

ELF: a platform for game research with AlphaGoZero/AlphaZero reimplementation

Agents ⭐ 2,658

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

Alphazero_gomoku ⭐ 2,427

An implementation of the AlphaZero algorithm for Gomoku (also called Gobang or Five in a Row)

Minimalrl ⭐ 2,417

Implementations of basic RL algorithms with minimal lines of codes! (pytorch based)

Coach ⭐ 2,304

Reinforcement Learning Coach by Intel AI Lab enables easy experimentation with state of the art Reinforcement Learning algorithms

Muzero General ⭐ 2,203

Papers Literature Ml Dl Rl Ai ⭐ 1,798

Highly cited and useful papers related to machine learning, deep learning, AI, game theory, reinforcement learning

A modular, primitive-first, python-first PyTorch library for Reinforcement Learning.

Rl Baselines3 Zoo ⭐ 1,640

A training framework for Stable Baselines3 reinforcement learning agents, with hyperparameter optimization and pre-trained agents included.

Noreward Rl ⭐ 1,315

[ICML 2017] TensorFlow code for Curiosity-driven Exploration for Deep Reinforcement Learning

Awesome Deep Rl ⭐ 1,225

For deep RL and the future of AI.

Rl Baselines Zoo ⭐ 1,025

A collection of 100+ pre-trained RL agents using Stable Baselines, training and hyperparameter optimization included.

Basic_reinforcement_learning ⭐ 978

An introductory series to Reinforcement Learning (RL) with comprehensive step-by-step tutorials.

Gym Pybullet Drones ⭐ 931

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

SMAC: The StarCraft Multi-Agent Challenge

Scalable Multi-Agent RL Training School for Autonomous Driving

Mushroom Rl ⭐ 765

Python library for Reinforcement Learning.

Multi-Agent Resource Optimization (MARO) platform is an instance of Reinforcement Learning as a Service (RaaS) for real-world resource optimization problems.

Sample Factory ⭐ 692

High throughput synchronous and asynchronous reinforcement learning

Gym Gazebo ⭐ 673

Refer to https://github.com/AcutronicRobotics/gym-gazebo2 for the new version

Rosettastone ⭐ 629

Hearthstone simulator using C++ with some reinforcement learning

Rlseq2seq ⭐ 610

Deep Reinforcement Learning For Sequence to Sequence Models

Rl_games ⭐ 603

RL implementations

Rliable ⭐ 588

[NeurIPS'21 Outstanding Paper] Library for reliable evaluation on RL and ML benchmarks, even with only a handful of seeds.

A Comprehensive Reinforcement Learning Zoo for Simple Usage 🚀

Sumo Rl ⭐ 545

Reinforcement Learning environments for Traffic Signal Control with SUMO. Compatible with Gymnasium, PettingZoo, and popular RL libraries.

Awesome Monte Carlo Tree Search Papers ⭐ 537

A curated list of Monte Carlo tree search papers with implementations.

Tensorflow Reinforce ⭐ 477

Implementations of Reinforcement Learning Models in Tensorflow

Awesome Deep Rl ⭐ 477

A curated list of awesome Deep Reinforcement Learning resources.

Robotics Rl Srl ⭐ 455

S-RL Toolbox: Reinforcement Learning (RL) and State Representation Learning (SRL) for Robotics

A Configurable Recommender Systems Simulation Platform

Rl Tutorial Jnrr19 ⭐ 442

Stable-Baselines tutorial for Journées Nationales de la Recherche en Robotique 2019

Ns3 Gym ⭐ 427

ns3-gym - The Playground for Reinforcement Learning in Networking Research

Ppo For Beginners ⭐ 427

A simple and well styled PPO implementation. Based on my Medium series: https://medium.com/@eyyu/coding-ppo-from-scratch-w

Matterport3dsimulator ⭐ 414

AI Research Platform for Reinforcement Learning from Real Panoramic Images.

Irl Imitation ⭐ 412

Implementation of Inverse Reinforcement Learning (IRL) algorithms in python/Tensorflow. Deep MaxEnt, MaxEnt, LPIRL

TensorFlow2 Reinforcement Learning

Papers In 100 Lines Of Code ⭐ 395

Implementation of papers in 100 lines of code.

Pytorch Drl ⭐ 387

PyTorch implementations of various Deep Reinforcement Learning (DRL) algorithms for both single agent and multi-agent.

Stable Baselines3 Contrib ⭐ 384

Contrib package for Stable-Baselines3 - Experimental reinforcement learning (RL) code

A PyTorch reinforcement learning library for generalizable and reproducible algorithm implementations with an aim to improve accessibility in RL

DrQ: Data regularized Q

lagom: A PyTorch infrastructure for rapid prototyping of reinforcement learning algorithms.

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..

Pytorch Rl ⭐ 356

This repository contains model-free deep reinforcement learning algorithms implemented in Pytorch

Meta Rl ⭐ 332

Implementation of Meta-RL A3C algorithm

Openai_lab ⭐ 314

An experimentation framework for Reinforcement Learning using OpenAI Gym, Tensorflow, and Keras.

Reinforced Recommendation toolkit build around pytorch 1.7

Deep Learning Nlp Rl Papers ⭐ 286

Recent Deep Learning papers in NLU and RL

Reinforcement Learning Stanford ⭐ 283

🕹️ CS234: Reinforcement Learning, Winter 2019 | YouTube videos 👉

RAD: Reinforcement Learning with Augmented Data

A Python interface for reinforcement learning environments

Deep Rl ⭐ 270

Collection of Deep Reinforcement Learning algorithms

Modular reinforcement learning library (on PyTorch and JAX) with support for NVIDIA Isaac Gym, Isaac Orbit and Omniverse Isaac Gym

Neural Combinatorial Rl Pytorch ⭐ 257

PyTorch implementation of Neural Combinatorial Optimization with Reinforcement Learning https://arxiv.org/abs/1611.09940

Multihopkg ⭐ 252

Multi-hop knowledge graph reasoning learned via policy gradient with reward shaping and action dropout

How_to_study_rl ⭐ 251

The text for those who want to study reinforcement learning in Korean

Reinforcement_learning ⭐ 250

Reinforcement learning tutorials

Rlcycle ⭐ 242

A library for ready-made reinforcement learning agents and reusable components for neat prototyping

A universal flight control tuning framework

Rl Theory Book ⭐ 238

Reinforcement learning theory book about foundations of deep RL algorithms with proofs.

Simple_rl ⭐ 224

A simple framework for experimenting with Reinforcement Learning in Python.

Stable Baselines ⭐ 221

Mirror of Stable-Baselines: a fork of OpenAI Baselines, implementations of reinforcement learning algorithms

Learning To Drive In 5 Minutes ⭐ 210

Implementation of reinforcement learning approach to make a car learn to drive smoothly in minutes

Input Convex Neural Networks

Autodrome ⭐ 204

Framework and OpenAI Gym Environment for Autonomous Vehicle Development

Awesome Real World Rl ⭐ 199

Great resources for making Reinforcement Learning work in Real Life situations. Papers,projects and more.

Gym Gazebo2 ⭐ 193

gym-gazebo2 is a toolkit for developing and comparing reinforcement learning algorithms using ROS 2 and Gazebo

Reinforcement learning algorithms for MuJoCo tasks

Learning To Communicate Pytorch ⭐ 187

Learning to Communicate with Deep Multi-Agent Reinforcement Learning in PyTorch

A PyTorch Library for Reinforcement Learning Research

Morl Baselines ⭐ 185

Multi-Objective Reinforcement Learning algorithms implementations.

AI research environment for the Atari 2600 games 🤖.

Awesome Deep Reinforcement Learning ⭐ 181

Curated list for Deep Reinforcement Learning (DRL): software frameworks, models, datasets, gyms, baselines...

Rl_trading ⭐ 181

An environment to high-frequency trading agents under reinforcement learning

Tensorflow Rl ⭐ 173

Implementations of deep RL papers and random experimentation

ProMP: Proximal Meta-Policy Search

Official implementation of "Accelerating Reinforcement Learning with Learned Skill Priors", Pertsch et al., CoRL 2020

Tensorflow_rlre ⭐ 151

Reinforcement Learning for Relation Classification from Noisy Data(TensorFlow)

Reinforcement_learning ⭐ 149

Implementation of selected reinforcement learning algorithms in Tensorflow. A3C, DDPG, REINFORCE, DQN, etc.

Rlberry ⭐ 147

An easy-to-use reinforcement learning library for research and education.

Study Reinforcement Learning ⭐ 144

Studying Reinforcement Learning Guide

Programmable Engine for Drone Reinforcement Learning Applications

Tradzqai ⭐ 136

Trading environnement for RL agents, backtesting and training.

Firedup ⭐ 129

Clone of OpenAI's Spinning Up in PyTorch

Rl Colab Notebooks ⭐ 121

Colab notebooks part of the documentation of Stable Baselines reinforcement learning library

AIXIjs - General Reinforcement Learning in the Browser

Baba Is Auto ⭐ 120

Baba Is You simulator using C++ with some reinforcement learning

Reinforcement_learning_in_python ⭐ 115

Implementing Reinforcement Learning, namely Q-learning and Sarsa algorithms, for global path planning of mobile robot in unknown environment with obstacles. Comparison analysis of Q-learning and Sarsa

Benchmarl ⭐ 115

A collection of MARL benchmarks based on TorchRL

Aws Robomaker Sample Application Deepracer ⭐ 114

Use AWS RoboMaker and demonstrate running a simulation which trains a reinforcement learning (RL) model to drive a car around a track

Spiral Tensorflow ⭐ 113

Awesome Rl ⭐ 110

Awesome RL: Papers, Books, Codes, Benchmarks

Deep Reinforcement Learning With Python ⭐ 107

Deep Reinforcement Learning with Python, Second Edition, published by Packt

Rl_markets ⭐ 107

Market Making via Reinforcement Learning

Deep_reinforcement_learning ⭐ 102

Resources, papers, tutorials

Flashbax ⭐ 100

⚡ Flashbax: Accelerated Replay Buffers in JAX

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