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Clean, Robust, and Unified PyTorch implementation of popular Deep Reinforcement Learning (DRL) algorithms (Q-learning, Duel DDQN, PER, C51, Noisy DQN, PPO, DDPG, TD3, SAC, ASL)

Python 1,055 131 Updated Jul 17, 2024
Jupyter Notebook 98 11 Updated Apr 12, 2024

Implementation of the Deep Deterministic Policy Gradient (DDPG) using PyTorch

Python 559 155 Updated Aug 13, 2018

RIS-Codes-Collection: A Complete Collection contains the Codes for RIS(IRS) Researches.

1,015 219 Updated Aug 25, 2024

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

Jupyter Notebook 8,936 1,798 Updated Jul 25, 2024

ddpg with RIS in secure wireless communication

Jupyter Notebook 24 2 Updated Jul 19, 2023

🍀 Pytorch implementation of various Attention Mechanisms, MLP, Re-parameter, Convolution, which is helpful to further understand papers.⭐⭐⭐

Python 11,230 1,914 Updated Jun 26, 2024

《李宏毅深度学习教程》(李宏毅老师推荐👍,苹果书🍎),PDF下载地址:https://github.com/datawhalechina/leedl-tutorial/releases

Jupyter Notebook 12,639 2,805 Updated Aug 25, 2024

《代码随想录》LeetCode 刷题攻略:200道经典题目刷题顺序,共60w字的详细图解,视频难点剖析,50余张思维导图,支持C++,Java,Python,Go,JavaScript等多语言版本,从此算法学习不再迷茫!🔥🔥 来看看,你会发现相见恨晚!🚀

Shell 8 Updated Jan 3, 2023

Implement reinforcement learning algorithms in Pytorch

Python 29 12 Updated Jun 7, 2021

I build this Mobile Edge Computation simulating environment all by myself, and use the costomized ddpg reinforcement learning algorithm to make offloading decision.

Python 27 2 Updated Jul 3, 2023

MEC task offloading(change ddpg into SAC)

Python 16 Updated Jun 20, 2022
Jupyter Notebook 5 Updated Jun 6, 2024

This repository collects some codes that encapsulates commonly used algorithms in the field of machine learning. Most of them are based on Numpy, Pandas or Torch. You can deepen your understanding …

Shell 326 79 Updated Aug 25, 2024

Deep Reinforcement Learning

3,143 564 Updated Dec 10, 2022

《动手学深度学习》:面向中文读者、能运行、可讨论。中英文版被70多个国家的500多所大学用于教学。

Python 60,767 10,801 Updated Jul 30, 2024

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

Python 3,817 837 Updated Mar 24, 2023

Massively Parallel Deep Reinforcement Learning. 🔥

Python 3,603 827 Updated Aug 26, 2024

Source Code for paper "Joint Computing, Pushing and Caching Optimization for Mobile Edge Computing Networks via Soft Actor-Critic Learning"

Python 35 4 Updated Jul 4, 2024
Jupyter Notebook 4 1 Updated Sep 22, 2022

This repository contains an implementation of a UAV-based task offloading model using the Multi-Agent Deep Deterministic Policy Gradient (MADDPG) reinforcement learning algorithm.

Jupyter Notebook 69 5 Updated Jul 1, 2023

Code for the MADDPG algorithm from the paper "Multi-Agent Actor-Critic for Mixed Cooperative-Competitive Environments"

Python 1,594 483 Updated Apr 1, 2024

OpenAI Baselines: high-quality implementations of reinforcement learning algorithms

Python 15,589 4,854 Updated Aug 1, 2024

PyTorch implementation of TD3 and DDPG for OpenAI gym tasks

Python 1 Updated Sep 18, 2018

Related papers for reinforcement learning, including classic papers and latest papers in top conferences

279 18 Updated Aug 23, 2024
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