Fundamentals of Data Analytics

With a View to Machine Learning

By: Arash Behboodi, Rudolf Mathar, Gholamreza Alirezaei, Emilio Balda

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Paperback | 17 September 2021

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Paperback
140 Pages

Dimensions(cm)
15.5 x 23.4 x 1.1

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$109.00

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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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