BOOKS - PROGRAMMING - Foundations of Statistics for Data Scientists With R and Python
Foundations of Statistics for Data Scientists With R and Python - Alan Agresti and Maria Kateri 2022 PDF CRC Press BOOKS PROGRAMMING
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Foundations of Statistics for Data Scientists With R and Python
Author: Alan Agresti and Maria Kateri
Year: 2022
Format: PDF
File size: 15,6 MB
Language: ENG

Foundations of Statistics for Data Scientists: With R and Python is designed as a textbook for a one- or two-term introduction to mathematical statistics for students training to become data scientists. It is an in-depth presentation of the topics in statistical science with which any data scientist should be familiar, including probability distributions, descriptive and inferential statistical methods, and linear modeling. The book assumes knowledge of basic calculus, so the presentation can focus on "why it works" as well as "how to do it." Compared to traditional "mathematical statistics" textbooks, however, the book has less emphasis on probability theory and more emphasis on using software to implement statistical methods and to conduct simulations to illustrate key concepts. All statistical analyses in the book use R software, with an appendix showing the same analyses with Python.

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