Materials Data Science: Introduction to Data Mining, Machine Learning, and Data-Drive... (Bog, Hardback, Engelsk)

Materials Data Science: Introduction to Data Mining, Machine Learning, and Data-Driven Predictions for Materials Science and Engineering

(Bog, Hardback, Engelsk)
Forfatter: Stefan Sandfeld

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Beskrivelse

This text covers all of the data science, machine learning, and deep learning topics relevant to materials science and engineering, accompanied by numerous examples and applications. The section on unsupervised learning emphasizes principal component analysis, and also covers manifold learning (t-SNE and UMAP) and clustering techniques.

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Alle detaljer

Forlag Springer International Publishing AG
Forfatter Stefan Sandfeld
Type Bog
Format Hardback
Sprog Engelsk
Udgave 2024 ed.
Udgivelsesdato 09-05-2024
Første udgivelsesår 2024
Serie The Materials Research Society Series
Illustrationer 200 Illustrations, color
Originalsprog Switzerland
Sideantal 618
Indbinding Hardback
Forlag Springer International Publishing AG
Sideoplysninger 618 pages, 200 Illustrations, color
Mål 161 x 243 x 37
ISBN-13 / EAN-13 9783031465642