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87 search results found

Dopamine ⭐ 10,248

Dopamine is a research framework for fast prototyping of reinforcement learning algorithms.

Stable Baselines3 ⭐ 7,292

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

Minimalrl ⭐ 2,417

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

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.

SMAC: The StarCraft Multi-Agent Challenge

Rliable ⭐ 588

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

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.

Neptune Client ⭐ 518

📘 The MLOps stack component for experiment tracking

A Configurable Recommender Systems Simulation Platform

Real Time Ml Project ⭐ 437

A curated list of applied machine learning and data science notebooks and libraries across different industries.

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

Irl Imitation ⭐ 412

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

Papers In 100 Lines Of Code ⭐ 395

Implementation of papers in 100 lines of code.

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

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..

A Python interface for reinforcement learning environments

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

A universal flight control tuning framework

Stable Baselines ⭐ 221

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

AI research environment for the Atari 2600 games 🤖.

Rl_trading ⭐ 181

An environment to high-frequency trading agents under reinforcement learning

Awesome Deep Reinforcement Learning ⭐ 181

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

Study Reinforcement Learning ⭐ 144

Studying Reinforcement Learning Guide

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

Benchmarl ⭐ 115

A collection of MARL benchmarks based on TorchRL

Webshop ⭐ 115

[NeurIPS 2022] 🛒WebShop: Towards Scalable Real-World Web Interaction with Grounded Language Agents

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

Awesome Rl ⭐ 110

Awesome RL: Papers, Books, Codes, Benchmarks

Flashbax ⭐ 100

⚡ Flashbax: Accelerated Replay Buffers in JAX

Ros2learn ⭐ 98

ROS 2 enabled Machine Learning algorithms

Deep Reinforcement Learning For Trading

60_days_rl_challenge ⭐ 92

60_Days_RL_Challenge中文版

Banana Gym ⭐ 80

A simple stochastic OpenAI environment for training RL agents

AI各领域学习资料整理。（A collection of all skills and knowledges should be got command of to obtain an AI relevant job offer. There are online blogs, my personal blogs, electronic books copy.）

A fast, safe and easy to use reinforcement learning framework in Rust.

Generic reinforcement learning codebase in TensorFlow

Hands On Ml ⭐ 69

Hands-On Machine Learning

CSGNet: Neural Shape parser for Constructive Solid Geometry

Smart Traffic Signals In India Using Deep Reinforcement Learning And Advanced Computer Vision ⭐ 55

We have used Deep Reinforcement Learning and Advanced Computer Vision techniques to for the creation of Smart Traffic Signals for Indian Roads. We have created the scripts for using SUMO as our environment for deploying all our RL models.

Learning2run ⭐ 53

Our NIPS 2017: Learning to Run source code

Evalai Starters ⭐ 51

How to create a challenge on EvalAI?

OpenAI's Gym written in pure Rust for blazingly fast performance

A library for reinforcement learning research

Revisiting_rainbow ⭐ 45

Revisiting Rainbow

Rl_bootcamp ⭐ 41

Repository for slides & codes of RL Korea Bootcamp

Reinforcement Learning ⭐ 39

Personal experiments on Reinforcement Learning

Tensorflow 2 source code for the PI-SAC agent from "Predictive Information Accelerates Learning in RL" (NeurIPS 2020)

Rl Gallery ⭐ 34

A gallery for reinforcement learning, including frameworks, tutorials, papers, implementations, applications, etc.

Deeprl P3 Collaboration Competition ⭐ 34

Project 3 of Udacity's Deep Reinforcement Learning nanodegree program.

Freeciv Python ⭐ 33

This is the learning environment for Freeciv 3.1 with python bindings for advancements in RL. This is the first project of it's kind in the world and will also be the most challenging environment out there.

Awesome Machine Learning Robotics ⭐ 32

A curated list of resources about Machine Learning for Robotics

算法数学科学。这是一个全网收藏夹; 一个备忘录; 一个To-Do List; 未来的技能点; 个人知识库; 也是一个算法工程师的网址导航．热爱生活, 不断探索．Have fun : )

Easily implement parallel training and distributed training. Machine learning library.

Package for rapid prototyping of reinforcement learning environments 🚀

Bindsnet ⭐ 28

Simulation of spiking neural networks (SNNs) using PyTorch.

Rl Implementation Impala ⭐ 28

A Test-Implementation of the IMPALA algorithm (by deepmind 2018)

Machine- and Reinforcement Learning ExtensioN for (game) Engines

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.

Ai Ds Ml Rl Dl Youtube_resources ⭐ 24

some really important Youtube Channels in the field of AI/ML/RL/DS and Mathematics behind them are shared here for everyone who is interested.

Deep Rl Book ⭐ 22

🤖 A book on deep reinforcement learning

Poker with Deep Reinforcement Learning, multi processing, genetic algorithms

Hierarchical Meta Reinforcement Learning ⭐ 19

This repository contains the implementation for the paper - Exploration via Hierarchical Meta Reinforcement Learning.

Reinforcement_learning ⭐ 19

Research repo of RL

Rl Toolkit ⭐ 17

RL-Toolkit: A Research Framework for Robotics

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.

Reinforcement Learning at UCLA IPAM RIPS 2018

Snake.ai ⭐ 14

Multiplayer snake AI

Stochastic Muzero ⭐ 14

Pytorch Implementation of Stochastic MuZero for gym environment. This algorithm is capable of supporting a wide range of action and observation spaces, including both discrete and continuous variations.

Quick Data Science Experiments 2017 ⭐ 14

Quick-Data-Science-Experiments

League of Legends v4.20 RL Environment (LoLRLE)

Ml Papers Tldr ⭐ 12

A summary of interesting Machine Learning (mostly Deep Learning) papers that I encounter.

Rl_overview_note ⭐ 12

Note: "Deep Reinforcement Learning: An Overview"

Reinforcement Learning with Pong in the Browser via TensorFlow.js

Distrl Tensorflow2 ⭐ 11

🐳 Implementation of various Distributional Reinforcement Learning Algorithms using TensorFlow2.

An JSBSim environment for reinforcement learning, original from https://github.com/Gor-Ren/gym-jsbsim

Intelligence Defined Networking

Iw Transfer Rl ⭐ 10

Code for the paper "Importance Weighted Transfer of Samples in Reinforcement Learning" (ICML 2018).

Ml Developer Roadmap ⭐ 10

Roadmap to becoming a ML/DL/RL developer in 2020

Coursera Machine Learning And Reinforcement Learning In Finance ⭐ 10

Note about cousera online course: ml and rl in finance

Rl Botics ⭐ 10

Deep Reinforcement Learning Toolbox for Robotics using Keras and TensorFlow

Resources ⭐ 9

YDS repository of online courses, tutorials, blogposts, etc

Ml Dl Rl_codes ⭐ 8

This repository contains codes starting from the basic machine learning to advanced topics in Ipython Notebooks.

Long Capital ⭐ 8

Quant Trading with Microsoft Qlib (https://github.com/microsoft/qlib)

Example of an agents for neodroid environments 💡

Autonomous Vehicles Mlagents Unity ⭐ 8

Training a car to drive within the lanes in a Unity driving environment

Landing Starships ⭐ 8

Make autonomous landing rockets using Deep Reinforcement Learning (Unity ML-Agents)

AI in social virtual environments

Docker Ml Python Sandbox ⭐ 8

Dockerfile for machine learning environment(scikit-learn, chainer, gensim, tensorflow, jupyter)

Members' work in NCLab.

Procgen Tools ⭐ 8

Tools for running experiments on RL agents in procgen environments

A project for the DRL framework. AINE means "Agent IN Environment".

Learn to use reinforcement learning to maximize the profit gained from a trade.

Rl_basics ⭐ 6

Basic Reinforcement Learning algorithms

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