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80 search results found

Easy Rl ⭐ 7,643

强化学习中文教程（蘑菇书），在线阅读地址：https://datawhalechina.github

Deep Reinforcement Learning ⭐ 4,635

Repo for the Deep Reinforcement Learning Nanodegree program

Reinforcement Learning ⭐ 4,097

Learn Deep Reinforcement Learning in 60 days! Lectures & Code in Python. Reinforcement Learning + Deep Learning

Cleanrl ⭐ 3,947

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

Deep_reinforcement_learning_course ⭐ 3,581

Implementations from the free course Deep Reinforcement Learning with Tensorflow and PyTorch

Pytorch A2c Ppo Acktr Gail ⭐ 3,450

PyTorch implementation of Advantage Actor Critic (A2C), Proximal Policy Optimization (PPO), Scalable trust-region method for deep reinforcement learning using Kronecker-factored approximation (ACKTR) and Generative Adversarial Imitation Learning (GAIL).

Deeprl ⭐ 2,834

Modularized Implementation of Deep RL Algorithms in PyTorch

Deep Reinforcement Learning With Pytorch ⭐ 2,741

PyTorch implementation of DQN, AC, ACER, A2C, A3C, PG, DDPG, TRPO, PPO, SAC, TD3 and ....

Minimalrl ⭐ 2,417

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

Finrl Trading ⭐ 1,858

For trading. Please star.

Rl Baselines3 Zoo ⭐ 1,640

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

Ppo Pytorch ⭐ 1,270

Minimal implementation of clipped objective Proximal Policy Optimization (PPO) in PyTorch

Slm Lab ⭐ 1,052

Modular Deep Reinforcement Learning framework in PyTorch. Companion library of the book "Foundations of Deep Reinforcement Learning".

Pytorch A3c ⭐ 768

PyTorch implementation of Asynchronous Advantage Actor Critic (A3C) from "Asynchronous Methods for Deep Reinforcement Learning".

Deeprl Tutorials ⭐ 726

Contains high quality implementations of Deep Reinforcement Learning algorithms written in PyTorch

Pytorch Rl ⭐ 638

PyTorch implementation of Deep Reinforcement Learning: Policy Gradient methods (TRPO, PPO, A2C) and Generative Adversarial Imitation Learning (GAIL). Fast Fisher vector product TRPO.

Autonomous Learning Library ⭐ 616

A PyTorch library for building deep reinforcement learning agents.

Hands On Reinforcement Learning With Python ⭐ 596

Master Reinforcement and Deep Reinforcement Learning using OpenAI Gym and TensorFlow

Purejaxrl ⭐ 460

Really Fast End-to-End Jax RL Implementations

Reinforcement Learning Algorithms ⭐ 407

This repository contains most of pytorch implementation based classic deep reinforcement learning algorithms, including - DQN, DDQN, Dueling Network, DDPG, SAC, A2C, PPO, TRPO. (More algorithms are still in progress)

Pytorch Drl ⭐ 387

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

Deep_rl ⭐ 372

PyTorch implementations of deep reinforcement learning algorithms

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

Imitation Learning ⭐ 344

Imitation learning algorithms

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!

RAD: Reinforcement Learning with Augmented Data

Rlgraph ⭐ 241

RLgraph: Modular computation graphs for deep reinforcement learning

Deep Reinforcement Learning Algorithms ⭐ 235

32 projects in the framework of Deep Reinforcement Learning algorithms: Q-learning, DQN, PPO, DDPG, TD3, SAC, A2C and others. Each project is provided with a detailed training log.

Deep_rl_with_pytorch ⭐ 174

A pytorch tutorial for DRL(Deep Reinforcement Learning)

Deeprl Tensorflow2 ⭐ 139

🐋 Simple implementations of various popular Deep Reinforcement Learning algorithms using TensorFlow2

Torch Ac ⭐ 134

Recurrent and multi-process PyTorch implementation of deep reinforcement Actor-Critic algorithms A2C and PPO

Deeprl_algorithms ⭐ 112

DeepRL algorithms implementation easy for understanding and reading with Pytorch and Tensorflow 2(DQN, REINFORCE, VPG, A2C, TRPO, PPO, DDPG, TD3, SAC)

Awesome Rl ⭐ 110

Awesome RL: Papers, Books, Codes, Benchmarks

Samsung Drl Code ⭐ 105

A repository for implementations of deep reinforcement learning lectured at Samsung

Episodic Transformer Memory Ppo ⭐ 99

Clean baseline implementation of PPO using an episodic TransformerXL memory

Deep Reinforcement Learning With Python ⭐ 94

Master classic RL, deep RL, distributional RL, inverse RL, and more using OpenAI Gym and TensorFlow with extensive Math

Carla Ppo ⭐ 86

This repository hosts a customized PPO based agent for Carla. The goal of this project is to make it easier to interact with and experiment in Carla with reinforcement learning based agents -- this, by wrapping Carla in a gym like environment that can handle custom reward functions, custom debug output, etc.

Recurrent Ppo Truncated Bptt ⭐ 82

Baseline implementation of recurrent PPO using truncated BPTT

Explorer ⭐ 68

Explorer is a PyTorch reinforcement learning framework for exploring new ideas.

Deep_rl_zoo ⭐ 65

A collection of Deep Reinforcement Learning algorithms implemented with PyTorch to solve Atari games and classic control tasks like CartPole, LunarLander, and MountainCar.

Autonomous Driving In Carla Using Deep Reinforcement Learning ⭐ 61

Deep Reinforcement Learning (PPO) in Autonomous Driving (Carla) [from scratch]

Deep Reinforcement Learning Applied To Doom ⭐ 57

DQN, DDDQN, A3C, PPO, Curiosity applied to the game DOOM

Super Mario Bros Rl ⭐ 57

This project explores deep reinforcement learning, hybrid actor-critic approach with A3C/PPO combined with curiosity for playing Super Mario Bros

Imitation_learning ⭐ 56

PyTorch implementation of some reinforcement learning algorithms: A2C, PPO, Behavioral Cloning from Observation (BCO), GAIL.

Drl_shape_optimization ⭐ 40

Deep reinforcement learning to perform shape optimization

Rl_matrix ⭐ 36

Reinforcement Learning Agents in .NET

Deeprl Baselines ⭐ 31

Deep reinforcement learning baselines base on OpenAI. More algorithms are included, such as Rainbow: Combining Improvements in Deep Reinforcement Learning

A High Level Python Deep Reinforcement Learning library. Great for beginners, prototyping and quickly comparing algorithms

PyRL - Reinforcement Learning Framework in Pytorch (Policy Gradient, DQN, DDPG, TD3, PPO, SAC, etc.)

☔ Deep RL agents with PyTorch☔

Rl_pytorch ⭐ 27

Deep Reinforcement Learning Algorithms Implementation in PyTorch

Reinforcement_learning_with_pytorch ⭐ 27

Implement some algorithms of RL

Rl Policies Attacks Defenses ⭐ 26

Adversarial attacks on Deep Reinforcement Learning (RL)

国内第一个基于TensorFlow2.0、支持非gym环境训练、支持可视化配置的强化学习应用编程框架

Pop Spiking Deep Rl ⭐ 17

DRL with population coded spiking neural network for optimal and energy-efficient continuous control.

Deep Reinforcement Learning Algorithm Collection ⭐ 17

Collection of Deep Reinforcement Learning Algorithms implemented in PyTorch.

Reinforcement_learning_ppo_rnd ⭐ 14

Deep Reinforcement Learning by using Proximal Policy Optimization and Random Network Distillation in Tensorflow 2 and Pytorch with some explanation

Rl_sandbox_public ⭐ 14

PyTorch implementation of (Deep) Reinforcement Learning (RL) algorithms

Series of deep reinforcement learning algorithms 🤖

Lightweight deep RL Libraray for continuous control.

Deep Reinforcement Learning Notebooks ⭐ 13

This Repository contains a series of google colab notebooks which I created to help people dive into deep reinforcement learning.This notebooks contain both theory and implementation of different algorithms.

A clean framework and implementations for reinforcement learning algorithms.

Deeper_larger_actor Critic_rl ⭐ 11

Pytorch implementation of large network design in continous control RL.

Rl Botics ⭐ 10

Deep Reinforcement Learning Toolbox for Robotics using Keras and TensorFlow

Spacefortress ⭐ 9

OpenAI Gym compatible reinforcement learning environment for Space Fortress https://arxiv.org/abs/1809.02206

Portfolio Management Actorcriticrl ⭐ 9

Portfolio management using Actor-Critic Deep Reinforcement Learning algorithms including A2C, DDPG, and PPO

Rlin200lines ⭐ 9

PyTorch implementations of Reinforcement Learning algorithms in less than 200 lines

A Deep Reinforcement Learning (DeepRL) package for RL algorithm developers.

RLbox: Solving OpenAI Gym with TensorFlow

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

Deep reinforcement learning framework for fast prototyping based on PyTorch

General-Purpose Reinforcement Learning

Rl Edge Computing ⭐ 7

Reinforcement learning for load distribution in a decentralized Edge environment. This is the implementation of my Master's thesis project for the Data science course (October 2023).

Self Driving Vehicle With Carla ⭐ 6

This repository contains implementation of reinforcement learning based driving agent in Carla aswell as Localization and Mapping in C++

Deep Reinforcement Learning Algorithms With Mindspore ⭐ 6

Mario Kart CNN Deep reinforcement learning bot

Car_racer_gym ⭐ 6

Apply major Reinforcement Learning algorithms (DQN,PPO,A2C) to CarRacing-v0 from GymAI environment.

Wegs Drl Baselines ⭐ 5

Minimum viable reinforcement learning algorithms for your educational convenience.

Soccer Ppo ⭐ 5

Udacity Deep Reinforcement Learning Nanodegree Program

Car Racing Ppo ⭐ 5

Implementation of a Deep Reinforcement Learning algorithm, Proximal Policy Optimization (SOTA), on a continuous action space openai gym (Box2D/Car Racing v0)

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