Cover image for Data Science An Introduction to Statistics and Machine Learning
Title:
Data Science An Introduction to Statistics and Machine Learning
Author:
Plaue, Matthias. author.
ISBN:
9783662678824
Edition:
1st ed. 2023.
Physical Description:
XXIV, 361 p. online resource.
Contents:
Preface -- Part I Basics -- 1 Elements of data organization -- 2 Descriptive statistics -- Part II Stochastics -- 3 Probability theory -- 4 Inferential statistics -- 5 Multivariate statistics -- Part III Machine learning -- 6 Supervised machine learning -- 7 Unsupervised machine learning -- 8 Applications of machine learning -- Appendix -- A Exercises with answers -- B Mathematical preliminaries -- Supplementary literature -- Index.
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