Deep Learning on Edge Computing Devices

Deep Learning on Edge Computing Devices

Design Challenges of Algorithm and Architecture

Shi, Cong; Liu, Haijun; Liu, Ji; Zhou, Xichuan

Elsevier - Health Sciences Division

02/2022

198

Mole

Inglês

9780323857833

15 a 20 dias

410

Descrição não disponível.
Part 1. Introduction
1. Introduction

Part 2. Theory and Algorithm
2. Model Inference on Edge Device
3. Model Training on Edge Device
4. Network Encoding and Quantization

Part 3. Architecture Optimization
5. DANoC: An Algorithm and Hardware Codesign Prototype
6. Ensemble Spiking Networks on Edge Device
7. SenseCamera: A Learning Based Multifunctional Smart Camera Prototype
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Taxonomy; architecture; model inference; model training; encoding; quantization; codesign; spiking; sense camera; Edge computing; Cloud computing; neural network; deep learning; artificial intelligence; AI; machine learning