How can machine learning help the design of future communication networks and how can future networks meet the demands of emerging machine learning applications? Discover the interactions between two of the most transformative and impactful technologies of our age in this comprehensive book. First, learn how modern machine learning techniques, such as deep neural networks, can transform how we design and optimize future communication networks. Accessible introductions to concepts and tools are accompanied by numerous real-world examples, showing you how these techniques can be used to tackle longstanding problems. Next, explore the design of wireless networks as platforms for machine learning applications an overview of modern machine learning techniques and communication protocols will help you to understand the challenges, while new methods and design approaches will be presented to handle wireless channel impairments such as noise and interference, to meet the demands of emerging machine learning applications at the wireless edge.
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Product Details
Weight: 1200g
Dimensions: 177 x 251mm
Publication Date: 04 Aug 2022
Publisher: Cambridge University Press
Publication City/Country: United Kingdom
Language: English
ISBN13: 9781108832984
About
Yonina C. Eldar is a professor of Electrical Engineering at the Weizmann Institute of Science where she heads the Center for Biomedical Engineering and Signal Processing. She is also a visiting professor at MIT and at the Broad Institute and an adjunct professor at Duke University. She is a member of the Israel Academy of Sciences and Humanities an IEEE fellow and a EURASIP fellow. Andrea Goldsmith is the Dean of Engineering and Applied Science and the Arthur LeGrand Doty Professor of Electrical Engineering at Princeton University. She is a member of the US National Academy of Engineering and the American Academy of Arts and Sciences. In 2020 she received the Marconi Prize. Deniz Gunduz is a professor of Information Processing in the Electrical and Electronic Engineering Department of Imperial College London in the UK where he serves as the Deputy Head of the Intelligent Systems and Networks Group. He is also a part-time faculty member at the University of Modena and Reggio Emilia in Italy. H. Vincent Poor is the Michael Henry Strater University Professor at Princeton University. He is a member of the US National Academy of Engineering and the US National Academy of Sciences. In 2017 he received the IEEE Alexander Graham Bell Medal.