Tiny Machine Learning Design Principles And Applications

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Tiny Machine Learning Design Principles And Applications

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Author : Agbotiname Lucky Imoize
language : en
Publisher: John Wiley & Sons
Release Date : 2026-02-17

Tiny Machine Learning Design Principles And Applications written by Agbotiname Lucky Imoize and has been published by John Wiley & Sons this book supported file pdf, txt, epub, kindle and other format this book has been release on 2026-02-17 with Computers categories.

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.

Science Abstracts

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Author :
language : en
Publisher:
Release Date : 1960

Science Abstracts written by and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1960 with Electric engineering categories.

Artificial Intelligence Abstracts

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Author :
language : en
Publisher:
Release Date : 1992

Artificial Intelligence Abstracts written by and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1992 with Artificial intelligence categories.

Dissertation Abstracts International

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Author :
language : en
Publisher:
Release Date : 2009

Dissertation Abstracts International written by and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2009 with Dissertations, Academic categories.

Undergraduate And Graduate Courses And Programs

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Author : Iowa State University
language : en
Publisher:
Release Date : 2009

Undergraduate And Graduate Courses And Programs written by Iowa State University and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2009 with Universities and colleges categories.

General Catalog

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Author : Orta Doğu Teknik Üniversitesi (Ankara, Turkey)
language : en
Publisher:
Release Date : 1993

General Catalog written by Orta Doğu Teknik Üniversitesi (Ankara, Turkey) and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1993 with categories.

Tiny Machine Learning Techniques For Constrained Devices

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Author : Khalid El-Makkaoui
language : en
Publisher: CRC Press
Release Date : 2026-02-05

Tiny Machine Learning Techniques For Constrained Devices written by Khalid El-Makkaoui and has been published by CRC Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2026-02-05 with Computers categories.

Tiny Machine Learning Techniques for Constrained Devices explores the cutting-edge field of Tiny Machine Learning (TinyML), enabling intelligent machine learning on highly resource-limited devices such as microcontrollers and edge Internet of Things (IoT) nodes. This book provides a comprehensive guide to designing, optimizing, securing, and applying TinyML models in real-world constrained environments. This book offers thorough coverage of key topics, including: Foundations and Optimization of TinyML: Covers microcontroller-centric power optimization, core principles, and algorithms essential for deploying efficient machine learning models on embedded systems with strict resource constraints. Applications of TinyML in Healthcare and IoT: Presents innovative use cases such as compact artificial intelligence (AI) solutions for healthcare challenges, real-time detection systems, and integration with low-power IoT and low-power wide-area network (LPWAN) technologies. Security and Privacy in TinyML: Addresses the unique challenges of securing TinyML deployments, including privacy-preserving techniques, blockchain integration for secure IoT applications, and methods for protecting resource-constrained devices. Emerging Trends and Future Directions: Explores the evolving landscape of TinyML research, highlighting new applications, adaptive frameworks, and promising avenues for future investigation. Practical Implementation and Case Studies: Offers hands-on insights and real-world examples demonstrating TinyML in action across diverse scenarios, providing guidance for engineers, researchers, and students. This book is an essential resource for embedded system designers, AI practitioners, cybersecurity professionals, and academics who want to harness the power of TinyML for smarter, more efficient, and secure edge intelligence solutions.

Graduate Studies

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Author :
language : en
Publisher:
Release Date : 1980

Graduate Studies written by and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1980 with Research categories.

Control Abstracts

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Author :
language : en
Publisher:
Release Date : 1966

Control Abstracts written by and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1966 with Automatic control categories.

Educational Software At Secondary Level

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Author : John David Tinsley
language : en
Publisher:
Release Date : 1989

Educational Software At Secondary Level written by John David Tinsley and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1989 with Computer software categories.