Fundamentals of Data Analytics : With a View to Machine Learning

2020 ed.

by Arash Behboodi , Emilio Balda , Gholamreza Alirezaei , Rudolf Mathar

Book Details

Format Paperback / Softback

ISBN-10 3030568334

ISBN-13 9783030568337

Edition 2020 ed.

Publisher Springer Nature Switzerland AG

Imprint Springer Nature Switzerland AG

Country of Manufacture GB

Country of Publication GB

Publication Date Sep 17th, 2021

Print length 127 Pages

Weight 234 grams

Dimensions 15.50 x 23.40 x 1.10 cms

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This book introduces the basic methodologies for successful data analytics. The methodological overlap between data science and machine learning is emphasized by demonstrating how data science is used for classification as well as supervised and unsupervised learning.

This book introduces the basic methodologies for successful data analytics. Matrix optimization and approximation are explained in detail and extensively applied to dimensionality reduction by principal component analysis and multidimensional scaling. Diffusion maps and spectral clustering are derived as powerful tools. The methodological overlap between data science and machine learning is emphasized by demonstrating how data science is used for classification as well as supervised and unsupervised learning.

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