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147 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)

Reinforcement Learning ⭐ 3,119

Minimal and Clean Reinforcement Learning Examples

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)

Deep Rl Tensorflow ⭐ 1,505

TensorFlow implementation of Deep Reinforcement Learning papers

Rainbow ⭐ 1,272

Rainbow: Combining Improvements in Deep Reinforcement Learning

Slm Lab ⭐ 1,052

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

Deep Q Learning ⭐ 894

Minimal Deep Q Learning (DQN & DDQN) implementations in Keras

Mushroom Rl ⭐ 765

Python library for Reinforcement Learning.

Pysc2 Examples ⭐ 721

StarCraft II - pysc2 Deep Reinforcement Learning Examples

Pytorch Rl ⭐ 703

Deep Reinforcement Learning with pytorch & visdom

Autonomous Learning Library ⭐ 616

A PyTorch library for building deep reinforcement learning agents.

Crypto Rl ⭐ 497

Deep Reinforcement Learning toolkit: record and replay cryptocurrency limit order book data & train a DDQN agent

TensorFlow2 Reinforcement Learning

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

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!

Reinforcement Learning Algorithms Based on PyTorch

Openai_lab ⭐ 314

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

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

Persistent advantage learning dueling double DQN for the Arcade Learning Environment

Deep Rl Trading ⭐ 248

playing idealized trading games with deep reinforcement learning

Rlgraph ⭐ 241

RLgraph: Modular computation graphs for deep reinforcement learning

Kanachan ⭐ 239

A Japanese (Riichi) Mahjong AI Framework

Rl Theory Book ⭐ 238

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

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.

Drl_based_selfdrivingcarcontrol ⭐ 222

Deep Reinforcement Learning (DQN) based Self Driving Car Control with Vehicle Simulator

Learning To Communicate Pytorch ⭐ 187

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

Deep_rl_with_pytorch ⭐ 174

A pytorch tutorial for DRL(Deep Reinforcement Learning)

Repository for codes of 'Deep Reinforcement Learning'

Deeprl Tensorflow2 ⭐ 139

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

Go Bot Drl ⭐ 130

Goal-Oriented Chatbot trained with Deep Reinforcement Learning

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

Torchrl ⭐ 107

Highly Modular and Scalable Reinforcement Learning

Samsung Drl Code ⭐ 105

A repository for implementations of deep reinforcement learning lectured at Samsung

Reinforcement Learning ⭐ 95

🤖 Implements of Reinforcement Learning algorithms.

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

Vn Maddpg ⭐ 92

Code for paper "基于多智能体深度强化学习的车联网通信资源分配优化"

My Solution to Assignments of CS234

Pytorch Distributed ⭐ 74

Ape-X DQN & DDPG with pytorch & tensorboard

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.

Spatial Intention Maps ⭐ 65

Learning multi-agent robotic mobile manipulation with deep reinforcement learning

Autonomous Drifting ⭐ 56

Autonomous Drifting using Reinforcement Learning

Playing Mario With Deep Reinforcement Learning ⭐ 51

An implementation of (Double/Dueling) Deep-Q Learning to play Super Mario Bros.

Fruit Api ⭐ 50

A Universal Deep Reinforcement Learning Framework

Keras Dqn Doom ⭐ 49

Keras implementation of DQN on ViZDoom environment

Drift_drl ⭐ 46

High-speed Autonomous Drifting with Deep Reinforcement Learning

Ml In Tf ⭐ 45

Get started with Machine Learning in TensorFlow with a selection of good reads and implemented examples!

Rl_bootcamp ⭐ 41

Repository for slides & codes of RL Korea Bootcamp

Dqn Obstacle Avoidance ⭐ 38

Deep Reinforcement Learning for Fixed-Wing Flight Control with Deep Q-Network

QuaRL is an open-source framework for systematically studying the effect of applying quantization to reinforcement learning algorithms.

Rl_matrix ⭐ 36

Reinforcement Learning Agents in .NET

Reinforcement Learning Pytorch Cartpole ⭐ 36

Simple Cartpole example writed with pytorch.

Left Shift ⭐ 35

Using deep reinforcement learning to tackle the game 2048.

Training Neural Networks For Event Based End To End Robot Control ⭐ 33

TUM Master’s thesis: Steering a robot with an event-based vision sensor in a lane-keeping task using methods such as Deep Reinforcement Learning or Spiking Neural Networks.

Exploration Strategies for Deep Reinforcement Learning

Easyagents ⭐ 33

Reinforcement Learning for Practitioners.

Awesome Machine Learning Robotics ⭐ 32

A curated list of resources about Machine Learning for Robotics

Deep Q Networks ⭐ 32

Implementation of Deep/Double Deep/Dueling Deep Q networks for playing Atari games using Keras and OpenAI gym

Deeprl Baselines ⭐ 31

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

Dqn Using Pytorch And Ml Agents ⭐ 31

A simple example of how to implement vector based DQN using PyTorch and a ML-Agents environment

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

Deep Q Atari ⭐ 29

Keras and OpenAI Gym implementation of the Deep Q-learning algorithm to play Atari games.

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

Drl_paper_summary ⭐ 29

Summary of key papers in deep reinforcement learning. Heavily based on OpenAI SpinningUp.

☔ Deep RL agents with PyTorch☔

Reinforcement_learning_with_pytorch ⭐ 27

Implement some algorithms of RL

Rl_pytorch ⭐ 27

Deep Reinforcement Learning Algorithms Implementation in PyTorch

Minecraft Reinforcement Learning ⭐ 27

Deep Recurrent Q-Learning vs Deep Q Learning on a simple Partially Observable Markov Decision Process with Minecraft

F1tenth Rl ⭐ 27

Dqn with lidar data on f1tenth real car or f1tenth simulator

Rl Policies Attacks Defenses ⭐ 26

Adversarial attacks on Deep Reinforcement Learning (RL)

Tutorial4rl ⭐ 25

Tutorial4RL: Tutorial for Reinforcement Learning. 强化学习入门教程.

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

King Pong ⭐ 24

Deep Reinforcement Learning Pong Agent, King Pong, he's the best

A collection of Deep Reinforcement Learning algorithms implemented in tensorflow. Very extensible. High performing DQN implementation.

JAX code for the paper "Control-Oriented Model-Based Reinforcement Learning with Implicit Differentiation"

Hierarchical Deep RL Network

Spatial Action Maps ⭐ 23

Learning robotic mobile manipulation with deep reinforcement learning

Parl Sample ⭐ 20

Deep reinforcement learning using baidu PARL(maze,flappy bird and so on)

Dqn Atari Agents ⭐ 18

DQN-Atari-Agents: Modularized & Parallel PyTorch implementation of several DQN Agents, i.a. DDQN, Dueling DQN, Noisy DQN, C51, Rainbow, and DRQN

Uav_obstacle_avoidance_controller ⭐ 18

UAV Obstacle Avoidance using Deep Recurrent Reinforcement Learning with Temporal Attention

Deep Reinforcement Learning Algorithm Collection ⭐ 17

Collection of Deep Reinforcement Learning Algorithms implemented in PyTorch.

Reinforce Js ⭐ 17

[INACTIVE] A collection of various machine learning solver. The library is an object-oriented approach (baked with Typescript) and tries to deliver simplified interfaces that make using the algorithms pretty simple.

Eagerly Experimentable!!!

Deep reinforcement learning package for torch7

Source code for the dissertation: "Multi-Pass Deep Q-Networks for Reinforcement Learning with Parameterised Action Spaces"

Multi_agent_deep_reinforcement_learning ⭐ 16

Implement Google Deep Minds DQN for multiple agents for a grid world environment where vehicles must pick up customers.

Deep Rl Mxnet ⭐ 16

Mxnet implementation of Deep Reinforcement Learning papers, such as DQN, PG, DDPG, PPO

Dqn Lambda ⭐ 15

NeurIPS 2019: DQN(λ) = Deep Q-Network + λ-returns.

Kiwi.server ⭐ 14

an implemention of some machine learning algorithm under c#

Rl_algos ⭐ 14

Reinforcement Learning Algorithms

Deep Reinforcement Learning ⭐ 14

To keep track and showcase

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