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Reram-Based Machine Learning

Language EnglishEnglish
Book Hardback
Book Reram-Based Machine Learning Leibin Ni
Libristo code: 33431718
Publishers INSTITUTION OF ENGINEERING & T, April 2021
The transition towards exascale computing has resulted in major transformations in computing paradig... Full description
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The transition towards exascale computing has resulted in major transformations in computing paradigms. The need to analyze and respond to such large amounts of data sets has led to the adoption of machine learning (ML) and deep learning (DL) methods in a wide range of applications.

One of the major challenges is the fetching of data from computing memory and writing it back without experiencing a memory-wall bottleneck. To address such concerns, in-memory computing (IMC) and supporting frameworks have been introduced. In-memory computing methods have ultra-low power and high-density embedded storage. Resistive Random-Access Memory (ReRAM) technology seems the most promising IMC solution due to its minimized leakage power, reduced power consumption and smaller hardware footprint, as well as its compatibility with CMOS technology, which is widely used in industry.

In this book, the authors introduce ReRAM techniques for performing distributed computing using IMC accelerators, present ReRAM-based IMC architectures that can perform computations of ML and data-intensive applications, as well as strategies to map ML designs onto hardware accelerators.

The book serves as a bridge between researchers in the computing domain (algorithm designers for ML and DL) and computing hardware designers.

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About the book

Full name Reram-Based Machine Learning
Language English
Binding Book - Hardback
Date of issue 2021
Number of pages 261
EAN 9781839530814
ISBN 1839530812
Libristo code 33431718
Weight 540
Dimensions 160 x 239 x 18
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