Pethuru Raj Chelliah (editor) - Applied Learning Algorithms for Intelligent IoT
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- Book:Applied Learning Algorithms for Intelligent IoT
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- Publisher:Auerbach Publications
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- Year:2021
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This book vividly illustrates all the promising and potential machine learning (ML) and deep learning (DL) algorithms through a host of real-world and real-time business use cases. Machines and devices can be empowered to self-learn and exhibit intelligent behavior. Also, Big Data combined with real-time and runtime data can lead to personalized, prognostic, predictive, and prescriptive insights. This book examines the following topics:
- Cognitive machines and devices
- Cyber physical systems (CPS)
- The Internet of Things (IoT) and industrial use cases
- Industry 4.0 for smarter manufacturing
- Predictive and prescriptive insights for smarter systems
- Machine vision and intelligence
- Natural interfaces
- K-means clustering algorithm
- Support vector machine (SVM) algorithm
- A priori algorithms
- Linear and logistic regression
Applied Learning Algorithms for Intelligent IoT clearly articulates ML and DL algorithms that can be used to unearth predictive and prescriptive insights out of Big Data. Transforming raw data into information and relevant knowledge is gaining prominence with the availability of data processing and mining, analytics algorithms, platforms, frameworks, and other accelerators discussed in the book. Now, with the emergence of machine learning algorithms, the field of data analytics is bound to reach new heights.
This book will serve as a comprehensive guide for AI researchers, faculty members, and IT professionals. Every chapter will discuss one ML algorithm, its origin, challenges, and benefits, as well as a sample industry use case for explaining the algorithm in detail. The books detailed and deeper dive into ML and DL algorithms using a practical use case can foster innovative research.
Pethuru Raj Chelliah (editor): author's other books
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Edited by
Pethuru Raj Chelliah
Usha Sakthivel
Susila Nagarajan
First Edition published [2022]
by CRC Press
6000 Broken Sound Parkway NW, Suite 300, Boca Raton, FL 33487-2742
and by CRC Press
2 Park Square, Milton Park, Abingdon, Oxon, OX14 4RN
2022 Taylor & Francis Group, LLC
CRC Press is an imprint of Taylor & Francis Group, LLC
The right of Pethuru Raj, Usha Sakthivel, and Susila Nagarajan, to be identified as the authors of the editorial material and the authors for their individual chapters, has been asserted in accordance with Sections 77 and 78 of the Copyright, Designs and Patents Act 1988.
Reasonable efforts have been made to publish reliable data and information, but the author and publisher cannot assume the responsibility for the validity of all materials or the consequences of their use. The authors and publishers have attempted to trace the copyright holders of all the materials reproduced in this publication and apologize to copyright holders if permission to publish in this form has not been obtained. If any copyright material has not been acknowledged, please write and let us know so that we may rectify in any future reprint.
Except as permitted under U.S. Copyright Law, no part of this book may be reprinted, reproduced, transmitted, or utilized in any form by any electronic, mechanical, or other means, now known or hereafter invented, including photocopying, microfilming, and recording, or in any information storage or retrieval system, without a written permission from the publishers.
For permission to photocopy or use material electronically from this work, access
Trademark notice: Product or corporate names may be trademarks or registered trademarks and are used only for identification and explanation without intent to infringe.
ISBN: 978-0-367-63594-7 (hbk)
ISBN: 978-1-032-11321-0 (pbk)
ISBN: 978-1-003-11983-8 (ebk)
DOI: 10.1201/9781003119838
Typeset in Caslon
by MPS Limited, Dehradun
D. Aishwarya And R. I. Minu
Sruthi Anand, N. Susila, And Usha Sakthivel
T. R. Kalaiarasan, Sruthi Anand, V. Anandkumar, And A. M. Ratheeshkumar
Esther Daniel, N. Susila, And S. Durga
Usha Sakthivel, Neha Singhal, Pethuru Raj Chelliah, And Ashwini R. Malipatil
M. Suresh Kumar, S. Rachel, And M. V. Kaviselvan
R. Valarmathi, M. Umadevi, And T. Sheela
Vijayalakshmi Saravanan, Ishpreet Singh, Emanuel Szarek, Jereon Hak, And Anju S. Pillai
Usha Sakthivel, A. P. Jyothi, N. Susila, And T. Sheela
Mohan Aparna, R. Maheswari And J. V. Thomas Abraham
Gotluru Arun Kumar, Pulugu Yamini, And R. Maheswari
J. Pushpa And Pethuru Raj Chelliah
Priscilla Rajadurai And G. Jaspher W. Kathrine
K. Karunamurthy, G. Suganya, M. Ananthi, And T. Subha
J. V. Thomas Abraham
School of Computer Science and Engineering (SCOPE)
Vellore Institute of Technology
Chennai, Tamil Nadu, India
D. Aishwarya
SRM Institute of Science and Technology
Kattankulathur, Tamil Nadu, India
Sruthi Anand
Department of Information Technology
Sri Krishna College of Engineering and Technology
Coimbatore, India
V. Anandkumar
Department of Information Technology
Sri Krishna College of Engineering and Technology
Coimbatore, India
Mohan Aparna
School of Computer Science and Engineering (SCOPE)
Vellore Institute of Technology
Chennai, Tamil Nadu, India
Pethuru Raj Chelliah
RJIL College of Engineering and Technology
Bengaluru, India
Esther Daniel
Department of Computer Science and Engineering, Technology
Karunya Institute of Technology and Sciences
Coimbatore, India
S. Durga
Department of Information Technology
Karunya Institute of Technology and Sciences
Coimbatore, India
Jereon Hak
M.S. Student
Rochester Institute of Technology
Rochester, New York, USA
A. P. Jyothi
Department of Computer Science and Engineering VTU
Chennai, India
T. R. Kalaiarasan
Department of Information Technology
Sri Krishna College of Engineering and Technology
Coimbatore, India
K. Karunamurthy
Vellore Institute of Technology
Chennai, Tamil Nadu, India
G. Jaspher W. Kathrine
Karunya Institute of Technology and Sciences
Coimbatore, India
M. V. Kaviselvan
Department of Mechanical Engineering
Sri Sairam Engineering College
Chennai, Tamil Nadu, India
Gotluru Arun Kumar
School of Computer Science and Engineering (SCOPE)
Vellore Institute of Technology
Chennai, Tamil Nadu, India
M. Suresh Kumar
Department of Information,Technology
Sri Sairam Engineering College
Chennai, Tamil Nadu, India
R. Maheswari
School of Computer Science and Engineering (SCOPE)
Vellore Institute of Technology
Chennai, Tamil Nadu, India
Ashwini R. Malipatil
Department of CSE
Sri Krishna College of Engineering and Technology
Coimbatore, India
R. I. Minu
SRM Institute of Science and Technology
Kattankulathur, Tamil Nadu, India
Anju S. Pillai
Amrita Vishwa Vidyapeetham
Coimbatore, India
J. Pushpa
Jain University
Bengaluru, India
S. Rachel
Department of Information Technology
Sri Sairam Engineering College
Chennai, Tamil Nadu, India
Priscilla Rajadurai
St. Josephs Institute of Technology
Chennai, India
A. M. Ratheeshkumar
Department of Information Technology
Sri Krishna College of Engineering and Technology
Coimbatore, India
Usha Sakthivel
Dept. of Research and Innovation
Rajeswari College of Engineering
Bengaluru, India
and
Dept. of Computer Science & Engineering
Visvesvaraya Technological University
Belagavi, Karnataka, India
Vijayalakshmi Saravanan
Faculty Member
Rochester Institute of Technology
Rochester, New York, USA
T. Sheela
Department of Information Technology
Sri Sairam Engineering College
Chennai, Tamil Nadu, India
Ishpreet Singh
M.S. Student
Rochester Institute of Technology
Rochester, New York, USA
Neha Singhal
Department of ISE
Sri Krishna College of Engineering and Technology
Coimbatore, India
T. Subha
Sri Sairam Engineering College
Chennai, India
G. Suganya
Vellore Institute of Technology
Chennai, Tamil Nadu, India
N. Susila
Department of Information Technology
Sri Krishna College of Engineering and Technology
Coimbatore, India
Emanuel Szarek
M.S. Student
Rochester Institute of Technology
Rochester, New York, USA
M. Umadevi
Department of Computer Science and Engineering
SRM Institute of Science and Technology
Chennai, Tamil Nadu, India
R. Valarmathi
Department of Computer Science and Engineering
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