Neuromorphic Computing and Beyond Parallel, Approximation, Near Memo
This book discusses and compares several new trends that can be used to overcome Moore’s law limitations, including Neuromorphic, Approximate, Parallel, In Memory, and Quantum Computing. The author shows how these paradigms are used to enhance compu
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Neuromorphic Computing and Beyond Parallel, Approximation, Near Memory, and Quantum
Neuromorphic Computing and Beyond
Khaled Salah Mohamed
Neuromorphic Computing and Beyond Parallel, Approximation, Near Memory, and Quantum
Khaled Salah Mohamed A Siemens Business Mentor Heliopolis, Egypt
ISBN 978-3-030-37223-1 ISBN 978-3-030-37224-8 (eBook) https://doi.org/10.1007/978-3-030-37224-8 © Springer Nature Switzerland AG 2020 This work is subject to copyright. All rights are reserved 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 Switzerland AG The registered company address is: Gewerbestrasse 11, 6330 Cham, Switzerland
Dedicated to the memory of my father who inspired me.
Preface
This book brings together the fields of neuromorphic, approximate, parallel, in- memory, and quantum computing. All these paradigms are used to enhance computing capability as Moore’s law is slowing down, but the demand for computing keeps increasing. This book provides an elementary introduction for students and researchers interested in these approaches and gives a state-of-the-art overview and the essential details of these paradigms. Moreover, it provides a good introduction and comprehensive discussions into the neuromorphic, approximate, parallel, in- memory, and quantum computing concepts. This book will be useful to anyone who needs to rapidly gain a broad understanding of neuromorphic, approximate, parallel, in-memory, and quantum computing. This book brings the reader to the most advanced theories develop thus far in this emerging research area. • Neuromorphic computing: It has become one of the most important computationally intensive applications for a wide variety of fields such as image or object recognition, speech recognition, and machine language translation. • Parallel computing: A performance comparison of MPI, Open MP, and CUDA parall
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