Edge Intelligence in the Making

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Edge Intelligence in the Making

Optimization, Deep Learning, and Applications

Cybernetics and systems theory Electronics engineering Communications engineering / telecommunications Computer networking and communications Artificial intelligence Machine learning

Authors: Sen Lin, Zhi Zhou, Zhaofeng Zhang, Xu Chen, Junshan Zhang

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Collection: Synthesis Lectures on Learning, Networks, and Algorithms

Language: English

Published by: Springer

Published on: 10th May 2025

Format: LCP-protected ePub

ISBN: 9783031845635


Overview

This book conducts a comprehensive and detailed survey of the recent research efforts in edge intelligence. The authors first review the background and present motivation for AI running at the network edge. The book then provides an overview of the overarching architectures, frameworks, and emerging key technologies for deep learning models toward training/inference at the network edge. To illustrate the research problems for edge intelligence, the book also showcases four of the authors' own research projects on edge intelligence, ranging from rigorous theoretical analysis to studies based on realistic implementation. This second edition incorporates the latest research in this rapidly developing area. The authors also highlight the current applications and future research opportunities for edge intelligence.

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