A Mathematical Introduction to Data Science
Yi SunRod Adams
Broschiertes Buch

A Mathematical Introduction to Data Science

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Erscheint vorauss. 24. Juli 2025
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This textbook provides a comprehensive foundation in the mathematics needed for data science for students and self-learners with a basic mathematical background who are interested in the principles behind computational algorithms in data science. It covers sets, functions, linear algebra, and calculus, and delves deeply into probability and statistics, which are key areas for understanding the algorithms driving modern data science applications. Readers are guided toward unlocking the secrets of algorithms like Principal Component Analysis, Singular Value Decomposition, Linear Regression in tw...