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598 search results found

Spinningup ⭐ 9,367

An educational resource to help anyone learn deep reinforcement learning.

Stable Baselines3 ⭐ 7,292

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

Tianshou ⭐ 7,125

An elegant PyTorch deep reinforcement learning library.

Financial Machine Learning ⭐ 5,277

A curated list of practical financial machine learning tools and applications.

Agents ⭐ 2,658

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

Deep Reinforcement Learning Hands On ⭐ 2,527

Hands-on Deep Reinforcement Learning, published by Packt

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)

Muzero General ⭐ 2,203

Garage ⭐ 1,677

A toolkit for reproducible reinforcement learning research.

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.

Bsuite ⭐ 1,410

bsuite is a collection of carefully-designed experiments that investigate core capabilities of a reinforcement learning (RL) agent

Noreward Rl ⭐ 1,315

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

D3rlpy ⭐ 1,149

An offline deep reinforcement learning library

Rl Baselines Zoo ⭐ 1,025

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

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

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

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.

Scalable_agent ⭐ 746

A TensorFlow implementation of Scalable Distributed Deep-RL with Importance Weighted Actor-Learner Architectures.

Sample Factory ⭐ 692

High throughput synchronous and asynchronous reinforcement learning

Slimevolleygym ⭐ 667

A simple OpenAI Gym environment for single and multi-agent reinforcement learning

Pytorch Maml Rl ⭐ 645

Reinforcement Learning with Model-Agnostic Meta-Learning in Pytorch

Rlseq2seq ⭐ 610

Deep Reinforcement Learning For Sequence to Sequence Models

Hanabi Learning Environment ⭐ 597

hanabi_learning_environment is a research platform for Hanabi experiments.

A Comprehensive Reinforcement Learning Zoo for Simple Usage 🚀

Torchbeast ⭐ 560

A PyTorch Platform for Distributed RL

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

Robotics Rl Srl ⭐ 455

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

A Configurable Recommender Systems Simulation Platform

Batch_rl ⭐ 443

Offline Reinforcement Learning (aka Batch Reinforcement Learning) on Atari 2600 games

Rl Tutorial Jnrr19 ⭐ 442

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

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

Furniture ⭐ 418

IKEA Furniture Assembly Environment for Long-Horizon Complex Manipulation Tasks

Irl Imitation ⭐ 412

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

Rl Teacher ⭐ 410

Code for Deep RL from Human Preferences [Christiano et al]. Plus a webapp for collecting human feedback

TensorFlow2 Reinforcement Learning

Papers In 100 Lines Of Code ⭐ 395

Implementation of papers in 100 lines of code.

Citylearn ⭐ 392

Official reinforcement learning environment for demand response and load shaping

Convlab ⭐ 391

DSTC8 Track 1 Task 1 End-to-End Multi-Domain Dialog Challenge Result:

Stable Baselines3 Contrib ⭐ 384

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

Reinforcement Implementation ⭐ 380

Implementation of benchmark RL algorithms

Maml_rl ⭐ 379

Code for RL experiments in "Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks"

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.

Rl Book ⭐ 362

Snake Ga ⭐ 360

AI Agent that learns how to play Snake with Deep Q-Learning

Pytorch Rl ⭐ 356

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

Machine Learning Is All You Need ⭐ 337

🔥🌟《Machine Learning 格物志》: ML + DL + RL basic codes and notes by sklearn, PyTorch, TensorFlow, Keras & the most important, from scratch!💪 This repository is ALL You Need!

Deep_rl_trader ⭐ 337

Trading Environment(OpenAI Gym) + DDQN (Keras-RL)

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)

Openai_lab ⭐ 314

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

Reinforced Recommendation toolkit build around pytorch 1.7

Tonic RL library

Spriteworld ⭐ 306

Spriteworld: a flexible, configurable python-based reinforcement learning environment

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 👉

A Python interface for reinforcement learning environments

Deep Rl ⭐ 270

Collection of Deep Reinforcement Learning algorithms

Lets Do Irl ⭐ 269

Inverse RL algorithms (APP, MaxEnt, GAIL, VAIL)

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

Rlstructures ⭐ 261

RLStructures is a library to facilitate the implementation of new reinforcement learning algorithms. It includes a library, a tutorial, and different RL algorithms provided as examples.

Neural Combinatorial Rl Pytorch ⭐ 257

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

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

Machina ⭐ 226

Deep Reinforcement Learning framework

Simple_rl ⭐ 224

A simple framework for experimenting with Reinforcement Learning in Python.

Macad Gym ⭐ 224

Multi-Agent Connected Autonomous Driving (MACAD) Gym environments for Deep RL. Code for the paper presented in the Machine Learning for Autonomous Driving Workshop at NeurIPS 2019:

Stable Baselines ⭐ 221

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

Input Convex Neural Networks

Autodrome ⭐ 204

Framework and OpenAI Gym Environment for Autonomous Vehicle Development

Dqn Chainer ⭐ 198

Trading Rl ⭐ 195

Deep Reinforcement Learning for Financial Trading using Price Trailing @ ICASSP 2019

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

Tf_deep_rl_trader ⭐ 186

Trading Environment(OpenAI Gym) + PPO(TensorForce)

AI research environment for the Atari 2600 games 🤖.

Morl Baselines ⭐ 185

Multi-Objective Reinforcement Learning algorithms implementations.

Rl_trading ⭐ 181

An environment to high-frequency trading agents under reinforcement learning

Kb Infobot ⭐ 174

A dialogue bot for information access

Tensorflow Rl ⭐ 173

Implementations of deep RL papers and random experimentation

A collection of python Machine Learning articles and examples. You will find code related to Reinforcement Learning, Q Learning, MDP, Bellman, OpenAI solutions and others. You can watch our agents here http://bit.ly/2Ayj4vA

⚡ ⚡ 𝘋𝘦𝘦𝘱 𝘙𝘓 𝘈𝘭𝘨𝘰𝘵𝘳𝘢𝘥𝘪𝘯𝘨 𝘸𝘪𝘵𝘩 𝘙𝘢𝘺 𝘈𝘗𝘐

ProMP: Proximal Meta-Policy Search

Spinning Up Basic ⭐ 164

Basic versions of agents from Spinning Up in Deep RL written in PyTorch

Text Summarizer Pytorch ⭐ 161

Pytorch implementation of "A Deep Reinforced Model for Abstractive Summarization" paper and pointer generator network

Atari Reset ⭐ 156

Code for the blog post "Learning Montezuma’s Revenge from a Single Demonstration"

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

H Baselines ⭐ 154

A repository of high-performing hierarchical reinforcement learning models and algorithms.

Baby A3c ⭐ 153

A high-performance Atari A3C agent in 180 lines of PyTorch

Mdp Dp Rl ⭐ 153

Markov Decision Processes, Dynamic Programming and Reinforcement Learning

Reinforcement Learning Algorithms With Python ⭐ 152

Reinforcement Learning Algorithms with Python, Published by Packt

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