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A toolkit for developing and comparing reinforcement learning algorithms.

Stable Baselines3 ⭐ 7,292

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

Keras Rl ⭐ 5,348

Deep Reinforcement Learning for Keras.

Gymnasium ⭐ 4,828

An API standard for single-agent reinforcement learning environments, with popular reference environments and related utilities (formerly Gym)

Deep Reinforcement Learning ⭐ 4,635

Repo for the Deep Reinforcement Learning Nanodegree program

Cleanrl ⭐ 3,947

High-quality single file implementation of Deep Reinforcement Learning algorithms with research-friendly features (PPO, DQN, C51, DDPG, TD3, SAC, PPG)

Retro ⭐ 3,256

Retro Games in Gym

Stable Baselines ⭐ 3,064

A fork of OpenAI Baselines, implementations of reinforcement learning algorithms

Rocketmap ⭐ 2,813

🌏 Live visualization of all the pokemon in your area... and more!

Self hosted FLOSS fitness/workout, nutrition and weight tracker written with Django

Rl Stock ⭐ 2,419

📈 如何用深度强化学习自动炒股

Pettingzoo ⭐ 2,218

An API standard for multi-agent reinforcement learning environments, with popular reference environments and related utilities

Muzero General ⭐ 2,203

Roboschool ⭐ 2,056

DEPRECATED: Open-source software for robot simulation, integrated with OpenAI Gym.

Minigrid ⭐ 2,008

Simple and easily configurable grid world environments for reinforcement learning

Gym Anytrading ⭐ 1,751

The most simple, flexible, and comprehensive OpenAI Gym trading environment (Approved by OpenAI Gym)

Rl Baselines3 Zoo ⭐ 1,640

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

Author's PyTorch implementation of TD3 for OpenAI gym tasks

Cf Tool ⭐ 1,199

📊 Codeforces CLI (Submit, Parse, Test, etc.). Support Contests, Gym, Groups, acmsguru, Windows, macOS, Linux, 7 MB

Awesome Ai Books ⭐ 1,086

Some awesome AI related books and pdfs for learning and downloading, also apply some playground models for learning

PFRL: a PyTorch-based 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.

Async Rl ⭐ 1,013

Tensorflow + Keras + OpenAI Gym implementation of 1-step Q Learning from "Asynchronous Methods for Deep Reinforcement Learning"

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

Envpool ⭐ 927

C++-based high-performance parallel environment execution engine (vectorized env) for general RL environments.

Batch Ppo ⭐ 919

Efficient Batched Reinforcement Learning in TensorFlow

The NetHack Learning Environment

Procgen ⭐ 869

Procgen Benchmark: Procedurally-Generated Game-Like Gym-Environments

DART: Dynamic Animation and Robotics Toolkit

Rlbench ⭐ 847

A large-scale benchmark and learning environment.

Deepdrive ⭐ 845

Deepdrive is a simulator that allows anyone with a PC to push the state-of-the-art in self-driving

Awesome Rl Envs ⭐ 835

Evolution Strategies Tool

Scalable, event-driven, deep-learning-friendly backtesting library

Rl Book ⭐ 794

Source codes for the book "Reinforcement Learning: Theory and Python Implementation"

Jetson Reinforcement ⭐ 789

Deep reinforcement learning GPU libraries for NVIDIA Jetson TX1/TX2 with PyTorch, OpenAI Gym, and Gazebo robotics simulator.

High-quality single-file implementations of SOTA Offline and Offline-to-Online RL algorithms: AWAC, BC, CQL, DT, EDAC, IQL, SAC-N, TD3+BC, LB-SAC, SPOT, Cal-QL, ReBRAC

Lightzero ⭐ 767

[NeurIPS 2023 Spotlight] LightZero: A Unified Benchmark for Monte Carlo Tree Search in General Sequential Decision Scenarios

Rex Gym ⭐ 759

OpenAI Gym environments for an open-source quadruped robot (SpotMicro)

Coding Interview Gym ⭐ 744

leetcode.com , algoexpert.io solutions in python and swift

Super Mario Bros A3c Pytorch ⭐ 735

Asynchronous Advantage Actor-Critic (A3C) algorithm for Super Mario Bros

Super Mario Bros Ppo Pytorch ⭐ 692

Proximal Policy Optimization (PPO) algorithm for Super Mario Bros

Slimevolleygym ⭐ 667

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

Deep Learning Wizard ⭐ 664

Open source guides/codes for mastering deep learning to deploying deep learning in production in PyTorch, Python, C++ and more.

Simple_dqn ⭐ 656

Simple deep Q-learning agent.

Stock_market_reinforcement_learning ⭐ 630

This project provides a stock market environment using OpenGym with Deep Q-learning and Policy Gradient.

Multiagent Competition ⭐ 614

Code for the paper "Emergent Complexity via Multi-agent Competition"

Hands On Reinforcement Learning With Python ⭐ 596

Master Reinforcement and Deep Reinforcement Learning using OpenAI Gym and TensorFlow

Ddpg Keras Torcs ⭐ 595

Using Keras and Deep Deterministic Policy Gradient to play TORCS

JAX (Flax) implementation of algorithms for Deep Reinforcement Learning with continuous action spaces.

Pybullet Gym ⭐ 548

Open-source implementations of OpenAI Gym MuJoCo environments for use with the OpenAI Gym Reinforcement Learning Research Platform.

Sumo Rl ⭐ 545

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

Rl_a3c_pytorch ⭐ 535

A3C LSTM Atari with Pytorch plus A3G design

Code for the paper "Meta-Learning Shared Hierarchies"

Deep Rl Keras ⭐ 516

Keras Implementation of popular Deep RL Algorithms (A3C, DDQN, DDPG, Dueling DDQN)

Pytorch Blender ⭐ 510

💦 Seamless, distributed, real-time integration of Blender into PyTorch data pipelines

David Silver Reinforcement Learning ⭐ 509

Notes for the Reinforcement Learning course by David Silver along with implementation of various algorithms.

Gym Starcraft ⭐ 505

StarCraft environment for OpenAI Gym, based on Facebook's TorchCraft. (In progress)

Gym Super Mario Bros ⭐ 496

An OpenAI Gym interface to Super Mario Bros. & Super Mario Bros. 2 (Lost Levels) on The NES

Unified Reinforcement Learning Framework

Gobigger ⭐ 483

[ICLR 2023] Come & try Decision-Intelligence version of "Agar"! Gobigger could also help you with multi-agent decision intelligence study.

Safe Control Gym ⭐ 477

PyBullet CartPole and Quadrotor environments—with CasADi symbolic a priori dynamics—for learning-based control and RL

Rl_algorithms ⭐ 470

Structural implementation of RL key algorithms

Agilerl ⭐ 457

Streamlining reinforcement learning with RLOps

Neuron_poker ⭐ 457

Texas holdem OpenAi gym poker environment with reinforcement learning based on keras-rl. Includes virtual rendering and montecarlo for equity calculation.

Robotics Rl Srl ⭐ 455

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

Obstacle Tower Env ⭐ 453

Obstacle Tower Environment

Gym Malware ⭐ 448

A collection of multi agent environments based on OpenAI gym.

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

Furniture ⭐ 418

IKEA Furniture Assembly Environment for Long-Horizon Complex Manipulation Tasks

Pokemongomove ⭐ 407

Pokemon GO iOS GPS Emulator - NO Jailbreak needed, lets you play the game on your Mac :)

Long-Term Evolution Project of Reinforcement Learning

Worldmodelsexperiments ⭐ 397

World Models Experiments

Flutter ⭐ 394

Flutter fitness/workout app for wger

Panda Gym ⭐ 385

Set of robotic environments based on PyBullet physics engine and gymnasium.

Stable Baselines3 Contrib ⭐ 384

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

Safety Gym ⭐ 379

Tools for accelerating safe exploration research.

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

DrQ: Data regularized Q

Pytorch Rl ⭐ 356

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

Tensorflow Tutorial Samples ⭐ 356

TensorFlow2教程 TensorFlow 2.0 Tutorial 入门教程实战案例

Airgesture ⭐ 348

Play games without touching keyboard

Robustness Gym ⭐ 339

Robustness Gym is an evaluation toolkit for machine learning.

Deep_rl_trader ⭐ 337

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

Gym_torcs ⭐ 337

Repository for Open Source Reinforcement Learning Framework JORLDY

Gym Unrealcv ⭐ 332

Unreal environments for reinforcement learning

Reinforcement Learning Algorithms Based on PyTorch

Trust Region Policy Optimization with TensorFlow and OpenAI Gym

Openai_lab ⭐ 314

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

Pytorch Cpp Rl ⭐ 308

PyTorch C++ Reinforcement Learning

Agentnet ⭐ 293

Deep Reinforcement Learning library for humans

KEras Reinforcement Learning gYM agents

Pytorch A3c ⭐ 289

Simple A3C implementation with pytorch + multiprocessing

Gym Sokoban ⭐ 283

Sokoban environment for OpenAI Gym

Hands On Intelligent Agents With Openai Gym ⭐ 280

Code for Hands On Intelligent Agents with OpenAI Gym book to get started and learn to build deep reinforcement learning agents using PyTorch

Rl Exploration Baselines ⭐ 279

RLeXplore provides stable baselines of exploration methods in reinforcement learning, such as intrinsic curiosity module (ICM), random network distillation (RND) and rewarding impact-driven exploration (RIDE).

Related Searches

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