Statistics for Data Scientists: An Introduction to Probability, Statistics, and Data Analysis
Statistics for Data Scientists
by Maurits Kaptein, Edwin van den Heuvel
English | 2022 | ISBN: 303010530X | 341 pages | True PDF EPUB | 43.77 MB
by Maurits Kaptein, Edwin van den Heuvel
English | 2022 | ISBN: 303010530X | 341 pages | True PDF EPUB | 43.77 MB
This book provides an undergraduate introduction to analysing data for data science, computer science, and quantitative social science students. It uniquely combines a hands-on approach to data analysis – supported by numerous real data examples and reusable [R] code – with a rigorous treatment of probability and statistical principles.
Where contemporary undergraduate textbooks in probability theory or statistics often miss applications and an introductory treatment of modern methods (bootstrapping, Bayes, etc.), and where applied data analysis books often miss a rigorous theoretical treatment, this book provides an accessible but thorough introduction into data analysis, using statistical methods combining the two viewpoints. The book further focuses on methods for dealing with large data-sets and streaming-data and hence provides a single-course introduction of statistical methods for data science.