Optimization Algorithms for Distributed Machine Learning (Bog, Hardback, Engelsk) af Gauri Joshi

Optimization Algorithms for Distributed Machine Learning

(Bog, Hardback, Engelsk)
Forfatter: Gauri Joshi

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Beskrivelse

The author discusses several algorithms that improve the scalability and communication efficiency of synchronous SGD, such as asynchronous SGD, local-update SGD, quantized and sparsified SGD, and decentralized SGD.

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Alle detaljer

Forlag Springer International Publishing AG
Forfatter Gauri Joshi
Type Bog
Format Hardback
Sprog Engelsk
Udgave 2023 ed.
Udgivelsesdato 26-11-2022
Første udgivelsesår 2022
Serie Synthesis Lectures on Learning, Networks, and Algorithms
Illustrationer 38 Illustrations, color; 2 Illustrations, black and white
Originalsprog Switzerland
Sideantal 127
Indbinding Hardback
Forlag Springer International Publishing AG
Sideoplysninger 127 pages, 38 Illustrations, color; 2 Illustrations, black and white
Mål 240 x 168
ISBN-13 / EAN-13 9783031190667