Energy Efficiency and Robustness of Advanced Machine Learning Architectures

Energy Efficiency and Robustness of Advanced Machine Learning Architectures
Author: Alberto Marchisio
Publisher:
Total Pages: 0
Release: 2024-11-26
Genre: Computers
ISBN: 9781032855509


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This book tackles these challenges by exploiting the unique features of advanced ML models and investigates cross-layer concepts and techniques to engage both hardware and software-level methods to build robust and energy-efficient architectures for these advanced ML networks.


Energy Efficiency and Robustness of Advanced Machine Learning Architectures
Language: en
Pages: 0
Authors: Alberto Marchisio
Categories: Computers
Type: BOOK - Published: 2024-11-26 - Publisher:

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This book tackles these challenges by exploiting the unique features of advanced ML models and investigates cross-layer concepts and techniques to engage both h
Energy Efficiency and Robustness of Advanced Machine Learning Architectures
Language: en
Pages: 361
Authors: Alberto Marchisio
Categories: Computers
Type: BOOK - Published: 2024-11-14 - Publisher: CRC Press

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Machine Learning (ML) algorithms have shown a high level of accuracy, and applications are widely used in many systems and platforms. However, developing effici
Deep In-memory Architectures for Machine Learning
Language: en
Pages: 181
Authors: Mingu Kang
Categories: Technology & Engineering
Type: BOOK - Published: 2020-01-30 - Publisher: Springer Nature

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This book describes the recent innovation of deep in-memory architectures for realizing AI systems that operate at the edge of energy-latency-accuracy trade-off
Accelerator Architecture for Secure and Energy Efficient Machine Learning
Language: en
Pages: 0
Authors: Mohammad Hossein Samavatian
Categories: Computer architecture
Type: BOOK - Published: 2022 - Publisher:

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ML applications are driving the next computing revolution. In this context both performance and security are crucial. We propose hardware/software co-design sol
Advanced Machine Learning
Language: en
Pages: 612
Authors: Dr. Amit Kumar Tyagi
Categories: Computers
Type: BOOK - Published: 2024-06-29 - Publisher: BPB Publications

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DESCRIPTION Our book is divided into several useful concepts and techniques of machine learning. This book serves as a valuable resource for individuals seeking