Tiny Machine Learning: Next-Generation Artificial Intelligence - Couverture rigide

Couverture rigide

ISBN 10 : 139439280X ISBN 13 : 9781394392803

Editeur : Wiley-Scrivener, 2026

Synopsis

This comprehensive guide provides the foundational tools, optimization techniques, and practical case studies you need to engineer autonomous edge systems across healthcare, industrial automation, and IoT.

Deploying machine learning algorithms on devices with limited resources, such as microcontrollers and low-power edge devices, is known as TinyML (tiny machine learning). These devices are typically limited by memory, power, and processing capabilities, yet TinyML allows real-time processing and decision-making at the edge without relying on cloud computing. Despite these challenges, TinyML is becoming essential for edge applications that require fast, efficient, and autonomous operations.

TinyML is revolutionizing industries by enabling sophisticated machine learning capabilities on hardware with limited resources. As edge computing and the Internet of Things continue to expand, TinyML forms the backbone of smarter, more efficient applications in sectors such as healthcare, industrial automation, and environmental monitoring.

This book provides a comprehensive guide to this rapidly evolving field. It presents the concepts, methods, algorithms, and tools of TinyML, covering foundational principles, hardware and software platforms, optimization techniques, and real-world case studies. The book is tailored for practitioners, researchers, and enthusiasts eager to understand and leverage the power of TinyML.

Détails de l'édition

• Éditeur: Wiley-Scrivener
• Date d'édition: 2026
• Langue: anglais
• ISBN 10: 139439280X
• ISBN 13: 9781394392803
• Reliure: Copertina rigida
• Numéro d'édition: 1
• Nombre de pages: 576
• Éditeur: Singh Someet, Ghai Deepika, Tripathi Suman Lata, Kaur Navjot
• Coordonnées du fabricant: Easy Access System Europe Oü, 16879218; gpsr.requests@easproject.com; ; Mustamäe tee 50, 10621, Tallinn, Estonia; Tallinn; 10621; Estonie