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


Edge Learning for Distributed Big Data Analytics: Theory,Algorithms,and System Design
Author: Song Guo and Zhihao Qu
Publisher Finelybook 出版社: Cambridge University Press (January 31,2022)
Language 语言: English
pages 页数: 225 pages
ISBN-10 书号: 1108832377
ISBN-13 书号: 9781108832373


Book Description
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,inspire further research ideas,and inform readers from both academia and industry backgrounds. Essential reading for experienced researchers and developers,or for those who are just entering the field.


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