Machine Learning on Commodity Tiny Devices

Guo, Song; Zhou, Qihua

ISBN 10: 1032374233 / ISBN 13: 9781032374239

Verlag: CRC Press, 2022

Beschreibung

Bestandsnummer des Verkäufers 402580497

Bibliografische Details

• Titel: Machine Learning on Commodity Tiny Devices
• Verlag: CRC Press
• Erscheinungsjahr: 2022
• Sprache: Englisch
• ISBN-10: 1032374233
• ISBN-13: 9781032374239
• Einband: Hardcover
• Zustand: New

Über diesen Titel

Inhaltsangabe

This book aims at the tiny machine learning (TinyML) software and hardware synergy for edge intelligence applications. It presents on-device learning techniques covering model-level neural network design, algorithm-level training optimization, and hardware-level instruction acceleration.

Über die Autorin bzw. den Autor

Song Guo is a Full Professor leading the Edge Intelligence Lab and Research Group of Networking and Mobile Computing at the Hong Kong Polytechnic University. Professor Guo is a Fellow of the Canadian Academy of Engineering, Fellow of the IEEE, Fellow of the AAIA and Clarivate Highly Cited Researcher.

Qihua Zhou is a PhD student with the Department of Computing at the Hong Kong Polytechnic University. His research interests include distributed AI systems, large-scale parallel processing, TinyML systems and domain-specific accelerators.