Machine Learning on Commodity Tiny Devices

Language: English

Published by CRC Press Dez 2024, 2024

1032374268 / 9781032374260

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Seller: BuchWeltWeit Ludwig Meier e.K., Bergisch Gladbach, GermanyBuchWeltWeit Ludwig Meier e.K.

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This item is printed on demand - it takes 3-4 days longer - Neuware -This book aims at the tiny machine learning (TinyML) software and hardware synergy for edge intelligence applications. This book presents on-device learning techniques covering model-level neural network design, algorithm-level training optimization and hardware-level instruction acceleration.Analyzing the limitations of conventional in-cloud computing would reveal that on-device learning is a promising research direction to meet the requirements of edge intelligence applications. As to the cutting-edge research of TinyML, implementing a high-efficiency learning framework and enabling system-level acceleration is one of the most fundamental issues. This book presents a comprehensive discussion of the latest research progress and provides system-level insights on designing TinyML frameworks, including neural network design, training algorithm optimization and domain-specific hardware acceleration. It identifies the main challenges when deploying TinyML tasks in the real world and guides the researchers to deploy a reliable learning system.This book will be of interest to students and scholars in the field of edge intelligence, especially to those with sufficient professional Edge AI skills. It will also be an excellent guide for researchers to implement high-performance TinyML systems. 268 pp. Englisch.

Seller Inventory # 9781032374260

Title
Machine Learning on Commodity Tiny Devices
Author
Song Guo
Publisher
CRC Press Dez 2024
Publication year
2024
Condition
Neu
Binding
Taschenbuch
Language
English
ISBN 10
1032374268
ISBN 13
9781032374260
Item weight
511 grams
Dimensions
254x178x15 mm

BuchWeltWeit Ludwig Meier e.K.

Bergisch Gladbach, Germany

5-star seller

AbeBooks seller since January 11, 2012

Shipping rates from Germany to U.S.A.

Item5 to 15 business days5 to 15 business days
First itemUS$ 26.71US$ 26.71
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BuchWeltWeit Ludwig Meier e.K.

Germany