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Fundamentals of Data Analytics: With a View to Machine Learning (in English)
Rudolf Mathar
(Author)
·
Gholamreza Alirezaei
(Author)
·
Emilio Balda
(Author)
·
Springer
· Hardcover
Fundamentals of Data Analytics: With a View to Machine Learning (in English) - Mathar, Rudolf ; Alirezaei, Gholamreza ; Balda, Emilio
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Synopsis "Fundamentals of Data Analytics: With a View to Machine Learning (in English)"
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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All books in our catalog are Original.
The book is written in English.
The binding of this edition is Hardcover.
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