In the name of Allah the Merciful

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

Sen Lin, Zhi Zhou, Zhaofeng Zhang, Xu Chen, Junshan Zhang, 1681739909, 1681739925, 9781681739908, 9781681739915, 9781681739922, 978-1681739908, 978-1681739915, 978-1681739922, 978-3-031-01252-5, 978-3-031-02380-4

15 $

English | 2021 | PDF | 19 MB | 233 Pages

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 With  the explosive growth of mobile computing and Internet of Things (IoT)  applications, as exemplified by AR/VR, smart city, and video/audio  surveillance, billions of mobile and IoT devices are being connected to  the Internet, generating zillions of bytes of data at the network edge. Driven by this trend, there is an urgent need to push the frontiers of  artificial intelligence (AI) to the network edge to fully unleash the  potential of IoT big data. Indeed, the marriage of edge computing and AI  has resulted in innovative solutions, namely edge intelligence or edge  AI. Nevertheless, research and practice on this emerging  inter-disciplinary field is still in its infancy stage. To facilitate  the dissemination of the recent advances in edge intelligence in both  academia and industry, this book conducts a comprehensive and detailed  survey of the recent research efforts and also showcases the authors'  own research progress on edge intelligence. Specifically, the book first  reviews the background and present motivation for AI running at the  network edge. Next, it 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. Finally, it discusses the  applications, marketplace, and future research opportunities of edge  intelligence. This emerging interdisciplinary field offers many open  problems and yet also tremendous opportunities, and this book only  touches the tip of iceberg. Hopefully, this book will elicit escalating  attention, stimulate fruitful discussions, and open new directions on  edge intelligence.