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baselines

OpenAI Baselines: high-quality implementations of reinforcement learning algorithms

d3qn_pytorch

D3QN implementation using pytorch

dag_generator

Random Directed Acyclic Graph Generator

deep-reinforcement-learning-for-mec

dqn-ddqn-dueling_networ-d3qn-_for_jsp

pytorch implementation of DQN/DDQN/Dueling_networ/D3QN for job shop scheudling problem

dqn_pytorch

Vanilla DQN, Double DQN, and Dueling DQN implemented in PyTorch

drl_experiment

droo

Deep Reinforcement Learning for Online Computation Offloading in Wireless Powered Mobile-Edge Computing Networks

edgefed-marl-mec

elegantrl

Scalable and Elastic Deep Reinforcement Learning Using PyTorch. Please star. 🔥

federated-learning

A PyTorch Implementation of Federated Learning http://doi.org/10.5281/zenodo.4321561

federated-model-averaging-for-dqn

In this work, we propose a novel formulation titled Federated Deep Q Networks (F-DQN) to perform distributed learning for Deep RL algorithms.

federatedrl

graduationproject

基于深度强化学习的MEC计算卸载与资源分配

kaist_mec_simulator

learning based mobile edge computing simulator

marl

多智能体强化学习（MARL）算法复现，包括QMIX，VDN，QTRAN、MAVEN等等

mec-offloading

mec-offloading-by-rl

mec_drl

Deep reinforcement learning for mobile edge computing

mec_offloading

采用强化学习来实现计算卸载

mec_offloading-1

Code for Intelligent Dynamic Data Offloading in a Competitive Mobile Edge Computing Market paper https://www.mdpi.com/1999-5903/11/5/118/pdf

mecoptimaloffloading

Optimization of Offloading Scheme Algorithm for Large Number of Tasks in Mobile-Edge Computing

my_mec_program

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

parl

A high-performance distributed training framework for Reinforcement Learning

reinforcement-learning-with-tensorflow

Simple Reinforcement learning tutorials, 莫烦Python 中文AI教学

reinforcementlearning-atarigame

Pytorch LSTM RNN for reinforcement learning to play Atari games from OpenAI Universe. We also use Google Deep Mind's Asynchronous Advantage Actor-Critic (A3C) Algorithm. This is much superior and efficient than DQN and obsoletes it. Can play on many games

rl-for-binary-computation-offloading-in-wireless-powered-mec-networks

It's a implementation about the paper Liang Huang, Suzhi Bi, and Ying-jun Angela Zhang, "Deep Reinforcement Learning for Online Computation Offloading in Wireless Powered Mobile-Edge Computing Networks", on https://ieeexplore.ieee.org/document/8771176

rltaskoffloading

socom

A semi-online Computational Offloading Model, which utilizes users’ behavior prediction method to optimize task offloading in edge computing environments.