Open Daily: 10am - 10pm | Alley door pickup 10am - 7pm 3038 Hennepin Ave Minneapolis, MN
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  • Open Daily: 10am - 10pm
    Alley-side Pickup: 10am - 7pm

    3038 Hennepin Ave Minneapolis, MN
    612-822-4611

Open Daily: 10am - 10pm | Alley-side Pickup: 10am - 7pm
3038 Hennepin Ave Minneapolis, MN
612-822-4611
Tiny Machine Learning: Design Principles and Applications

Tiny Machine Learning: Design Principles and Applications

Song, Houbing
Imoize, Agbotiname Lucky
Do, Dinh-Thuan

Hardcover

General Computers

ISBN10: 1394294549
ISBN13: 9781394294541
Publisher: Wiley-IEEE Press
Published: Dec 11 2025
Pages: 400
Language: English

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.

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