Artificial Intelligence Applications on Edge
In general, AI services are currently deployed in cloud data centers (the cloud) for handling requests, due to the fact that most AI models are complex and hard to compute their inference results on the side of resource-limited devices. However, such kind
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rgence of Edge Computing and Artificial Intelligence
Edge AI
Xiaofei Wang • Yiwen Han • Victor C. M. Leung • Dusit Niyato • Xueqiang Yan • Xu Chen
Edge AI Convergence of Edge Computing and Artificial Intelligence
Xiaofei Wang College of Intelligence and Computing Tianjin University Tianjin, Tianjin, China
Yiwen Han College of Intelligence and Computing Tianjin University Tianjin, Tianjin, China
Victor C. M. Leung College of Computer Science and Software Engineering Shenzhen University Shenzhen, Guangdong, China
Dusit Niyato School of Computer and Engineering Nanyang Technological University Singapore, Singapore
Xueqiang Yan 2012 Lab Huawei Technologies (China) Shenzhen, China
Xu Chen School of Data and Computer Science Sun Yat-sen University Guangzhou, Guangdong, China
ISBN 978-981-15-6185-6 ISBN 978-981-15-6186-3 (eBook) https://doi.org/10.1007/978-981-15-6186-3 © The Editor(s) (if applicable) and The Author(s), under exclusive licence to Springer Nature Singapore Pte Ltd. 2020 This work is subject to copyright. All rights are solely and exclusively licensed by the Publisher, whether the whole or part of the material is concerned, specifically the rights of translation, reprinting, reuse of illustrations, recitation, broadcasting, reproduction on microfilms or in any other physical way, and transmission or information storage and retrieval, electronic adaptation, computer software, or by similar or dissimilar methodology now known or hereafter developed. The use of general descriptive names, registered names, trademarks, service marks, etc. in this publication does not imply, even in the absence of a specific statement, that such names are exempt from the relevant protective laws and regulations and therefore free for general use. The publisher, the authors, and the editors are safe to assume that the advice and information in this book are believed to be true and accurate at the date of publication. Neither the publisher nor the authors or the editors give a warranty, expressed or implied, with respect to the material contained herein or for any errors or omissions that may have been made. The publisher remains neutral with regard to jurisdictional claims in published maps and institutional affiliations. This Springer imprint is published by the registered company Springer Nature Singapore Pte Ltd. The registered company address is: 152 Beach Road, #21-01/04 Gateway East, Singapore 189721, Singapore
Preface
At present, we are living in an era of rapid development. Artificial intelligence (AI), as a technology leading the trend of this era and subverting people’s traditional lifestyle, is deeply integrated into production and life around the world. With its rapid rise in the fields of smart factories, smart cities, smart homes, and smart Internet of Things, it uses technology to achieve the interaction between humans and machines. At present, AI has replaced human roles in many key areas of high intensity, difficulty, and danger and even has surpassed human capabilities in some areas. Therefore, AI h
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