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Fundamentals of Data Analytics - With a View to Machine Learning (Hardcover, 1st ed. 2020): Rudolf Mathar, Gholamreza... Fundamentals of Data Analytics - With a View to Machine Learning (Hardcover, 1st ed. 2020)
Rudolf Mathar, Gholamreza Alirezaei, Emilio Balda, Arash Behboodi
R2,628 Discovery Miles 26 280 Ships in 10 - 15 working days

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.

Fundamentals of Data Analytics - With a View to Machine Learning (Paperback, 1st ed. 2020): Rudolf Mathar, Gholamreza... Fundamentals of Data Analytics - With a View to Machine Learning (Paperback, 1st ed. 2020)
Rudolf Mathar, Gholamreza Alirezaei, Emilio Balda, Arash Behboodi
R1,845 Discovery Miles 18 450 Ships in 10 - 15 working days

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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