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Machine Learning on Commodity Tiny Devices: Theory and Practice

by Song Guo
Save 35% Save 35%
Current price ₹6,452.00
Original price ₹9,925.00
Original price ₹9,925.00
Original price ₹9,925.00
(-35%)
₹6,452.00
Current price ₹6,452.00

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Book cover type: Hardcover
  • ISBN13: 9781032374239
  • Binding: Hardcover
  • Subject: N/A
  • Publisher: Taylor & Francis
  • Publisher Imprint: CRC Press
  • Publication Date:
  • Pages: 256
  • Original Price: GBP 76.99
  • Language: English
  • Edition: N/A
  • Item Weight: 681 grams
  • BISAC Subject(s): Data Science / Machine Learning, Artificial Intelligence / General, and Programming / Games

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.

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.

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