Tiny Machine Learning: Design Principles and Applications (eBook)

Agbotiname Lucky Imoize, Dinh-Thuan Do, Houbing Song (Herausgeber)

eBook Download: EPUB

2026
897 Seiten
Wiley-IEEE Press (Verlag)
978-1-394-29455-8 (ISBN)

Infos

An expert compilation of on-device training techniques, regulatory frameworks, and ethical considerations of TinyML design and development

In Tiny Machine Learning: Design Principles and Applications, a team of distinguished researchers delivers a comprehensive discussion of the critical concepts, design principles, applications, and relevant issues in Tiny Machine Learning (TinyML). Expert contributors introduce a new low power resource, offering vast applications in IoT devices with system-algorithm co-design.

Tiny Machine Learning explores TinyML paradigms and enablers, TinyML for anomaly detection, and the learning panorama under TinyML. Readers will find explanations of TinyML devices and tools, power consumption and memory in IoT microcontrollers, and lightweight frameworks for TinyML. The book also describes TinyML techniques for real-time and environmental applications.

Additional topics covered in the book include:

• A thorough introduction to security and privacy techniques for TinyML devices, including the implementation of novel security schemes
• Incisive explorations of power consumption and memory in IoT MCUs, including ultralow-power smart IoT devices with embedded TinyML
• Practical discussions of TinyML research targeting microcontrollers for data extraction and synthesis

Perfect for industry and academic researchers, scientists, and engineers, Tiny Machine Learning will also benefit lecturers and graduate students interested in machine learning.

Agbotiname Lucky Imoize is a Lecturer in the Department of Electrical and Electronics Engineering at the University of Lagos, Nigeria. He is a Fulbright Fellow, the Vice Chair of the IEEE Communication Society Nigeria chapter, and a Senior Member of IEEE.

Dinh-Thuan Do, PhD, is an Assistant Professor with the School of Engineering at the University of Mount Union, USA. He is an editor of IEEE Transactions on Vehicular Technology and Computer Communications. He is a Senior Member of IEEE.

Houbing Herbert Song, PhD, IEEE Fellow, is a Professor in the Department of Information Systems, and the Department of Computer Science and Electrical Engineering and Director of the Security and Optimization for Networked Globe Laboratory (SONG Lab) at the University of Maryland, Baltimore County. He is also Co-Editor-in-Chief of IEEE Transactions on Industrial Informatics.

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List of Contributors

 

• Mumin Adam
• Department of Computer Engineering
• King Fahd University of Petroleum and Minerals (KFUPM)
• Dhahran
• Saudi Arabia
•  
• Jelil O. Agbo‐Ajala
• Centre for Augmented Intelligence and Data Science
• School of Computing
• University of South Africa
• Johannesburg
• South Africa
•  
• Hasnain Ahmad
• Department of Computer Science
• COMSATS University Islamabad‐Lahore Campus
• Lahore
• Pakistan
•  
• Lateef A. Akinyemi
• Centre for Augmented Intelligence and Data Science
• School of Computing
• University of South Africa
• Johannesburg
• South Africa
•  
• and
•  
• Department of Electrical and Smart Systems Engineering
• School of Computing
• University of South Africa
• Johannesburg
• South Africa
•  
• Emmanuel Alozie
• Department of Information Technology
• Sule Lamido University
• Kafin Hausa
• Jigawa
• Nigeria
•  
• Samson Y. Amare
• Leiden University Medical Center
• Leiden University
• Leiden
• Netherlands
•  
• Marco Arnesano
• Department of Intelligent Software Systems and Technologies
• eCampus University
• Novedrate
• Italy
•  
• and
•  
• Department of Theoretical and Applied Sciences
• eCampus University
• Novedrate
• Italy
•  
• Ikechukwu Ignatius Ayogu
• Department of Computer Science
• Federal University of Technology
• Owerri
• Nigeria
•  
• Gulvira Bekeshova
• Department of Information Security
• L.N. Gumilyov Eurasian National University
• Astana
• Republic of Kazakhstan
•  
• Abeeb Akorede Bello
• Department of Autonomous and Electric Vehicle Engineering
• Faculty of Electrical and Computer Engineering
• Ecole Centrale of Engineering Mahindra University
• Hyderabad
• India
•  
• Chidi Ukamaka Betrand
• Department of Computer Science
• Federal University of Technology
• Owerri
• Nigeria
•  
• Tomoki Chiba
• Graduate School of Informatics and Engineering
• The University of Electro‐Communications
• Chōfu
• Tokyo
• Japan
•  
• Anh Khoa Dang
• Perkiomen School
• Pennsburg
• PA
• USA
•  
• Olufisayo S. Ekundayo
• Centre for Augmented Intelligence and Data Science
• School of Computing
• University of South Africa
• Johannesburg
• South Africa
•  
• Nasir Faruk
• Department of Information Technology
• Sule Lamido University
• Kafin Hausa
• Jigawa
• Nigeria
•  
• and
•  
• Directorate of Communication and Information Technology
• Sule Lamido University
• Kafin Hausa
• Jigawa
• Nigeria
•  
• Emanuele Frontoni
• Department of Political Sciences
• Communication and International Relations
• University of Macerata
• Macerata
• Italy
•  
• Salisu Garba
• Department of Software Engineering
• Sule Lamido University
• Kafin Hausa
• Jigawa
• Nigeria
•  
• Peter Anuoluwapo Gbadega
• Department of Electrical and Electronic Engineering Science
• University of Johannesburg
• Johannesburg
• South Africa
•  
• Agbotiname Lucky Imoize
• Department of Electrical and Electronics Engineering
• Faculty of Engineering
• University of Lagos
• Lagos
• Nigeria
•  
• and
•  
• Department of Electrical Engineering and Information Technology
• Institute of Digital Communication
• Ruhr University
• Bochum
• Germany
•  
• Putu H. P. Jati
• Leiden University Medical Center
• Leiden University
• Leiden
• Netherlands
•  
• Richard Govada Joshua
• Comprobase Inc.
• Sterling
• VA
• USA
•  
• Ilker Kara
• Department of Computer Engineering
• Faculty of Engineering
• Çankırı Karatekin University
• Çankırı
• Turkey
•  
• and
•  
• Department of Medical Services and Techniques
• Çankırı Karatekin University
• Çankırı
• Turkey
•  
• Sergii Kavun
• Computer Information Systems and Technologies Department
• Interregional Academy of Personnel Management
• Kyiv
• Ukraine
•  
• Boris Khruskov
• Department of Cyber Security and Information Technology
• University of Customs and Finance
• Dnipro
• Ukraine
•  
• Evangelia Konstantopoulou
• SCYTALE Group
• Computer Engineering and Informatics Department
• University of Patras
• Patras
• Greece
•  
• Oleksandr Kuznetsov
• Department of Intelligent Software Systems and Technologies
• eCampus University
• Novedrate
• Italy
•  
• and
•  
• Department of Information and Communication Systems Security
• V. N. Karazin Kharkiv National University
• Kharkiv
• Ukraine
•  
• and
•  
• Department of Theoretical and Applied Sciences
• eCampus University
• Novedrate
• Italy
•  
• Kateryna Kuznetsova
• VRAI – Vision
• Robotics and Artificial Intelligence Lab
• Ancona
• Italy
•  
• Yelyzaveta Kuznetsova
• Department of Information and Communication Systems Security
• V. N. Karazin Kharkiv National University
• Kharkiv
• Ukraine
•  
• Andronikos Kyriakou
• SCYTALE Group
• Computer Engineering and Informatics Department
• University of Patras
• Patras
• Greece
•  
• Roman Minailenko
• Department of Cyber Security and Software
• Central Ukrainian National Technical University
• Kropyvnytskyi
• Ukraine
•  
• Eftychia Mistillioglou
• SCYTALE Group
• Computer Engineering and Informatics Department
• University of Patras
• Patras
• Greece
•  
• Ernest Mnkandla
• Centre for Augmented Intelligence and Data Science
• School of Computing
• University of South Africa
• Johannesburg
• South Africa
•  
• Kinzah Noor
• Office of Research Innovation and Commercialization
• University of Management and Technology
• Lahore
• Pakistan
•  
• Francisca Onyiyechi Nwokoma
• Department of Computer Science
• Federal University of Technology
• Owerri
• Nigeria
•  
• Euphemia Chioma Nwokorie
• Department of Computer Science
• Federal University of Technology
• Owerri
• Nigeria
•  
• Abiodun Temitope Odewale
• Cybersecurity Consultant
• TCPCyber Consulting
• Calgary
• Alberta
• Canada
•  
• Juliet Nnenna Odii
• Department of Computer Science
• Federal University of Technology
• Owerri
• Nigeria
•  
• Akihiko Ohsuga
• Graduate School of Informatics and Engineering
• The University of Electro‐Communications
• Chōfu
• Tokyo
• Japan
•  
• Hawau I. Olagunju
• Department of Information Technology
• Sule Lamido University
• Kafin Hausa
• Jigawa
• Nigeria
•  
• Ayobami P. Olatunji
• Department of Computer Science
• Western Illinois University
• Macomb
• IL
• USA
•  
• Ruduan B. F. Plug
• Leiden University Medical Center
• Leiden University
• Leiden
• Netherlands
•  
• Yuichi Sei
• Graduate School of Informatics and Engineering
• The University of Electro‐Communications
• Chōfu
• Tokyo
• Japan
•  
• Wasswa Shafik
• Dig Connectivity Research Laboratory (DCRLab)
• Kampala
• Uganda
•  
• Aigul Shaikhanova
• Department of Information Security
• L.N. Gumilyov Eurasian National University
• Astana
• Republic of Kazakhstan
•  
• Nicolas Sklavos
• SCYTALE Group
• Computer Engineering and Informatics Department
• University of Patras
• Patras
• Greece
•  
• Oleksii Smirnov
• Department of Cyber Security and...

Produkt-Details

• Erscheint lt. Verlag: 5.1.2026
• Sprache: englisch
• Themenwelt: Mathematik / Informatik ► Informatik ► Datenbanken
• Themenwelt: Technik ► Elektrotechnik / Energietechnik
• Schlagworte: AI storage requirements • Artificial Intelligence • Cybersecurity book • Deep learning • federated learning • low-power ML devices • machine learning storage requirements • security of IoT devices • TinyML • TinyML standardization • transfer learning
• ISBN-10: 1-394-29455-7 / 1394294557
• ISBN-13: 978-1-394-29455-8 / 9781394294558