Tiny Workers
Tiny Workers

Author: Nancy Loewen

Publisher: Capstone

Published: 2004

Total Pages: 25

ISBN-13: 1404801413

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Describes the physical characteristics, life cycle, and behavior of ants. Includes anatomy diagram and activity.

Machine Learning on Commodity Tiny Devices
Machine Learning on Commodity Tiny Devices

Author: Song Guo

Publisher: CRC Press

Published: 2022-11-24

Total Pages: 268

ISBN-13: 100078035X

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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. 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 volume 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.

Ant
Ant

Author: Charlotte Sleigh

Publisher: Reaktion Books

Published: 2004-04-04

Total Pages: 220

ISBN-13: 1861894813

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Ants are legion: at present there are 11,006 species of ant known; they live everywhere in the world except the polar icecaps; and the combined weight of the ant population has been estimated to make up half the mass of all insects alive today. When we encounter them outdoors, ants fascinate us; discovered in our kitchen cupboards, they elicit horror and disgust. Charlotte Sleigh’s Ant elucidates the cultural reasons behind our varied reactions to these extraordinary insects, and considers the variety of responses that humans have expressed at different times and in different places to their intricate, miniature societies. Ants have figured as fantasy miniature armies, as models of good behavior, as infiltrating communists and as creatures on the borderline between the realms of the organic and the machine: in 1977 British Telecom hired ant experts to help solve problems with their massive information network. This is the first book to examine ants in these and many other such guises, and in so doing opens up broader issues about the history of science and humans’ relations with the natural world. It will be of interest to anyone who likes natural history or cultural studies, or who has ever rushed out and bought a can of RaidTM. "[Charlotte Sleigh's] stylish, engaging and informative study deserves to win new members for the ant fan club."—Jonathan Bate, The Times