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100-days-of-ml-code

100-Days-Of-ML-Code中文版

ans

Autodidactic Neurosurgeon Collaborative Deep Inference for Mobile Edge Intelligence via Online Learning

droo

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

edge-intelligence

随着移动云计算和边缘计算的快速发展，以及人工智能的广泛应用，产生了边缘智能(Edge Intelligence)的概念。深度神经网络(例如CNN)已被广泛应用于移动智能应用程序中，但是移动设备有限的存储和计算资源无法满足深度神经网络计算的需求。神经网络压缩与加速技术可以加速神经网络的计算，例如剪枝、量化、卷积核分解等。但是这些技术在实际应用非常复杂，并且可能导致模型精度的下降。在移动云计算或边缘计算中，任务卸载技术可以突破移动终端的资源限制，减轻移动设备的计算负载并提高任务处理效率。通过任务卸载技术优化深度神经网络成为边缘智能研究中的新方向。Neurosurgeon: Collaborative Intelligence Between the Cloud and Mobile Edge这篇文章提出了协同推断的**，将深度神经网络进行分区，一部分层在移动端计算，而另一部分在云端计算。根据硬件平台、无线网络以及服务器负载等因素实现动态分区，降低时延以及能耗。本项目给出了边缘智能方面的相关论文，并且给出了一个Python语言实现的卷积神经网络协同推断实验平台。关键词：边缘智能(Edge Intelligence)，计算卸载(Computing Offloading)，CNN模型分区(CNN Partition)，协同推断(Collaborative Inference)，移动云计算(Mobile Cloud Computing)

enet

ENet: A Deep Neural Network Architecture for Real-Time Semantic Segmentation

fedjax

FedJAX is a JAX-based open source library for Federated Learning simulations that emphasizes ease-of-use in research.

gossipy

Python module for simulating gossip learning.

gpt-fast

Simple and efficient pytorch-native transformer text generation in <1000 LOC of python.

hugo-academic

📝 The website builder for Hugo. Build and deploy a beautiful website in minutes!

hugo-github-netlify

image-complexity

一种图像复杂度量化方法

jcw

llama-test

Inference code for LLaMA models

parallel-sgd

一个用于联邦学习或分布式机器学习，对不同网络拓扑进行实验的简易框架。

sedna

AI tookit over KubeEdge

swarm-learning

A simplified library for decentralized, privacy preserving machine learning

swarm_learning

Scripts for figures and calculations of the manuscript by Warnat-Herresthal el al. 2020

ucasthesis

LaTeX Thesis Template for the University of Chinese Academy of Sciences

xiangyangli20.github.io

This is the homepage of XiangyangLi.

yang-zheming.github.io

Github Pages template for academic personal websites, forked from mmistakes/minimal-mistakes

yangzheming

yolov5-5.x-annotations

一个基于yolov5-5.0的中文注释版本！