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Deep Learning on Graphs

Af: Jiliang Tang, Yao Ma Engelsk Hardback

Deep Learning on Graphs

Af: Jiliang Tang, Yao Ma Engelsk Hardback
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Deep learning on graphs has become one of the hottest topics in machine learning. The book consists of four parts to best accommodate our readers with diverse backgrounds and purposes of reading. Part 1 introduces basic concepts of graphs and deep learning; Part 2 discusses the most established methods from the basic to advanced settings; Part 3 presents the most typical applications including natural language processing, computer vision, data mining, biochemistry and healthcare; and Part 4 describes advances of methods and applications that tend to be important and promising for future research. The book is self-contained, making it accessible to a broader range of readers including (1) senior undergraduate and graduate students; (2) practitioners and project managers who want to adopt graph neural networks into their products and platforms; and (3) researchers without a computer science background who want to use graph neural networks to advance their disciplines.
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Deep learning on graphs has become one of the hottest topics in machine learning. The book consists of four parts to best accommodate our readers with diverse backgrounds and purposes of reading. Part 1 introduces basic concepts of graphs and deep learning; Part 2 discusses the most established methods from the basic to advanced settings; Part 3 presents the most typical applications including natural language processing, computer vision, data mining, biochemistry and healthcare; and Part 4 describes advances of methods and applications that tend to be important and promising for future research. The book is self-contained, making it accessible to a broader range of readers including (1) senior undergraduate and graduate students; (2) practitioners and project managers who want to adopt graph neural networks into their products and platforms; and (3) researchers without a computer science background who want to use graph neural networks to advance their disciplines.
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Produktdetaljer
Sprog: Engelsk
Sider: 400
ISBN-13: 9781108831741
Indbinding: Hardback
Udgave:
ISBN-10: 1108831745
Kategori: Naturligt sprog og maskinoversættelse
Udg. Dato: 23 sep 2021
Længde: 25mm
Bredde: 236mm
Højde: 158mm
Forlag: Cambridge University Press
Oplagsdato: 23 sep 2021
Forfatter(e): Jiliang Tang, Yao Ma
Forfatter(e) Jiliang Tang, Yao Ma

Kategori Naturligt sprog og maskinoversættelse

ISBN-13 9781108831741

Sprog Engelsk

Indbinding Hardback

Sider 400

Udgave

Længde 25mm

Bredde 236mm

Højde 158mm

Udg. Dato 23 sep 2021

Oplagsdato 23 sep 2021

Forlag Cambridge University Press