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Energy efficiency and robustness of advanced machine learning architectures :a cross-layer approach /

紀錄類型:	書目-語言資料,印刷品 : Monograph/item
正題名/作者:	Energy efficiency and robustness of advanced machine learning architectures :Alberto Marchisio, Muhammad Shafique.
其他題名:	a cross-layer approach /
作者:	Marchisio, Alberto,
其他作者:	Shafique, Muhammad,
面頁冊數:	xiv, 346 pages :illustrations ;24 cm.
標題:	Deep learning (Machine learning)
ISBN:	9781032855509

Energy efficiency and robustness of advanced machine learning architectures :a cross-layer approach /
Marchisio, Alberto,

Energy efficiency and robustness of advanced machine learning architectures :a cross-layer approach /Alberto Marchisio, Muhammad Shafique. - xiv, 346 pages :illustrations ;24 cm. - Chapman & Hall/CRC artificial intelligence and robotics series.

Includes bibliographical references and index.

Hardware and software optimizations for capsule networks -- Adversarial security threats for DNNs and CapsNets -- Inetration and of multiple and design objectives into NAS frameworks for CapsNets and DNNs -- Efficient optimizations for spiking neural networks on neuromorphic hardware -- Security threats for SNNs on discrete and event-based data.

"Machine Learning (ML) algorithms have shown a high level of accuracy, and applications are widely used in many systems and platforms. However, developing efficient ML-based systems requires addressing three problems: energy-efficiency, robustness, and techniques that typically focus on optimizing for a single objective/have a limited set of goals"--

ISBN: 9781032855509

LCCN: 2024023579Subjects--Topical Terms:

913129
Deep learning (Machine learning)

LC Class. No.: Q325.73 / .M35 2025

Dewey Class. No.: 006.3/1

Energy efficiency and robustness of advanced machine learning architectures :a cross-layer approach /
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