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Edge Intelligence in the Making: Optimization, Deep Learning, and Applications

Edge Intelligence in the Making: Optimization, Deep Learning, and Applications

Hardcover

Series: Synthesis Lectures on Learning, Networks, and Algorithms

Technology & EngineeringGeneral Computers

Currently unavailable to order

ISBN10: 3031845625
ISBN13: 9783031845628
Publisher: Springer
Published: May 11 2025
Pages: 299
Weight: 1.65
Height: 0.90 Width: 6.80 Depth: 9.30
Language: English

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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