Data science : a first introduction /

Data science : a first introduction /

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Bibliographic Details
Author / Creator:	Timbers, Tiffany-Anne, author.
Edition:	First edition.
Imprint:	Boca Raton : CRC Press, 2022.
Description:	1 online resource.
Language:	English
Series:	Data Science Series Chapman & Hall/CRC data science series.
Subject:	Mathematical statistics -- Data processing -- Textbooks. R (Computer program language) -- Textbooks. Quantitative research -- Data processing -- Textbooks.
Format:	E-Resource Book
URL for this record:	http://pi.lib.uchicago.edu/1001/cat/bib/13462679

Hidden Bibliographic Details
Other authors / contributors:	Campbell, Trevor (Professor of statistics), author. Lee, Melissa (Statistics educator), author.
ISBN:	9781000579642 1000579646 9781003080978 1003080979 9780367532178 9780367524685
Notes:	Includes bibliographical references and index. Description based on print version record and CIP data provided by publisher.
Other form:	Print version: Timbers, Tiffany-Anne. Data science First edition. Boca Raton : CRC Press, 2022 9780367532178

Table of Contents:

R and the tidyverse
Reading in data locally and from the Web
Cleaning and wrangling data
Effective data visualization
Classification I : training & predicting
Classification II : evaluation & tuning
Regression I : K-nearest neighbors
Regression II : linear regression
Clustering
Statistical inference
Combining code and text rwith Jupyter
Collaboration with version control
Setting up your computer.