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Essential Statistics for Data Science: A Concise Crash Course

A Concise Crash Course

Language EnglishEnglish
Book Paperback
Book Essential Statistics for Data Science: A Concise Crash Course Zhu
Libristo code: 41927745
Publishers Oxford University Press, July 2023
Essential Statistics for Data Science: A Concise Crash Course is for students entering a serious gra... Full description
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Essential Statistics for Data Science: A Concise Crash Course is for students entering a serious graduate program or advanced undergraduate teaching in data science without knowing enough statistics. The three part text introduces readers to the basics of probability and random variables and guides them towards relatively advanced topics in both frequentist and Bayesian in a matter of weeks. Part I, Talking Probability explains the statistical approach to analysing data with a probability model to describe the data generating process. Part II, Doing Statistics demonstrates how the unknown quantities in data i.e. it's parameters is applicable in statistical interference. Part III, Facing Uncertainty explains the importance of explicity describing how much uncertainty is caused by parameters with intrinsic scientific meaning and how to take that into account when making decisions. Essential Statistics for Data Science: A Concise Crash Course provides an in-depth introduction for beginners, while being more focused than a typical undergraduate text, but still lighter and more accessible than an average graduate text.

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About the book

Full name Essential Statistics for Data Science: A Concise Crash Course
Author Zhu, Mu (Professor, Professor, University of Waterloo)
Language English
Binding Book - Paperback
Date of issue 2023
Number of pages 192
EAN 9780192867742
ISBN 0192867741
Libristo code 41927745
Publishers Oxford University Press
Weight 304
Dimensions 156 x 234

Categories

Mathematics & Science > Mathematics > Probability & statistics
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