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Edge Learning for Distributed Big Data Analytics: Theory, Algorithms, and System Design

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Edge Learning for Distributed Big Data Analytics: Theory, Algorithms, and System Design - Guo, Song, and Qu, Zhihao
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Discover this multi-disciplinary and insightful work, which integrates machine learning, edge computing, and big data. Presents the basics of training machine learning models, key challenges and issues, as well as comprehensive techniques including edge learning algorithms, and system design issues. Describes architectures, frameworks, and key technologies for learning performance, security, and privacy, as well as incentive issues in training/inference at the network edge. Intended to stimulate fruitful discussions, ...

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Edge Learning for Distributed Big Data Analytics: Theory, Algorithms, and System Design 2022, Cambridge University Press, Cambridge

ISBN-13: 9781108832373

Hardcover