Popular GitHub Repositories for Edge Devices

Deep learning gateway on Raspberry Pi and other edge devices

Slimmable Networks, AutoSlim, and Beyond, ICLR 2019, and ICCV 2019

FedERA is a modular and fully customizable open-source FL framework, aiming to address these issues by offering comprehensive support for heterogeneous edge devices and incorporating both standalone and distributed computing. It includes new software modules to enhance usability and promote environ- mental sustainability.

Real-time speech enhancement mobile app using Nested U-Net

Automatic Over the Air Deployment of Improved Machine Learning Models to IoT Devices for Edge Processing

Python library for serverless Federated Learning experiments.

Code for paper "EdgeKE: An On-Demand Deep Learning IoT System for Cognitive Big Data on Industrial Edge Devices"

This repository is a PyTorch implementation of NIPS 2019 Paper "Shallow RNNs: A Method for Accurate Time-series Classification on Tiny Devices"

Edge Computing using Tensorflow Lite

Decentralized and Privacy-Preserving Machine Learning: Exploring the Power of Federated Learning.

A project utilizing transfer learning to create a custom object detection model that is deployed to an edge device.