Statistics for Data Scientists: An Introduction to Probability, Statistics, and Data Analysis
Maurits Kaptein, Edwin van den HeuvelThis 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.Categorias:
Ano:
2022
Edição:
1st ed. 2022
Editora:
Springer
Idioma:
english
Páginas:
345
ISBN 10:
303010530X
ISBN 13:
9783030105303
Série:
Undergraduate Topics in Computer Science
Arquivo:
PDF, 14.79 MB
IPFS:
,
english, 2022
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