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Principles of data science

Tác giả: Hamid Arabnia, ... [and other people]

This book provides readers with a thorough understanding of various research areas within the field of data science. The book introduces readers to various techniques for data acquisition, extraction, and cleaning, data summarizing and modeling, data analysis and communication techniques, data...

Fundamentals of data analytics : with a view to machine learning

Tác giả: Rudolf Mathar, Gholamreza Alirezaei, Emilio Balda, Arash Behboodi

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...