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Data science : a first introduction
Tiffany-Anne Timbers (Författare), Trevor Campbell, (Professor of statistics) (Författare), Melissa Lee, (Statistics educator) (Författare)
LCCN 2021054754, ISBN 9780367532178 · hardcover, ISBN 0367532174 · hardcover, ISBN 9780367524685 · paperback, ISBN 0367524686 · paperback
First edition
utgivning
Boca Raton : CRC Press, Taylor & Francis Group, 2022xxi, 420 pages
Seriemedlemskap
Chapman & Hall/CRC data science series · Chapman & Hall/CRC data science seriesTiffany Timbers, Trevor Campbell, Melissa Lee
Bok
Tillgänglighet utifrån medietyp
kategori
Ej skönlitteraturämne
Mathematical statistics--Data processing--Textbooks., R (Computer program language)--Textbooks., Quantitative research--Data processing--Textbooks., Mathematical statistics--Data processing., R (Computer program language), Matematisk statistik, Databehandling, R (programspråk)Annat bärarformat
Data science. · ISBN 9781003080978 · (DLC) 2021054755 (Online version:)Sammanfattning
"Data Science: An Introduction focuses on using the R programming language in Jupyter notebooks to perform basic data manipulation and cleaning, create effective visualizations, and extract insights from data using supervised predictive models. Based on sound educational research and active learning principles, the book uses a modern approach to the R programming language and accompanying sheets for self-directed learning this book will leave students well-prepared for data science projects. Data Science: An Introduction focuses on workflows and communication strategies that are clear, reproducible, and shareable. Aimed at first year undergraduates with only minimal prior knowledge of mathematics and programming this book is suitable for students across many disciplines. All source code is available online as a GitHub repository, demonstrating the use of good reproducible and clear project workflows and is also accompanied by autograded Jupyter worksheets, providing the reader with guided interactive instruction"--
Innehållsförteckning
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.
Detaljer
Medverkan och funktion
Tiffany-Anne Timbers (Författare), Trevor Campbell, (Professor of statistics) (Författare), Melissa Lee, (Statistics educator) (Författare)klassifikation
519.502855133 (DDK-klassifikation)Identifikator
LCCN 2021054754, ISBN 9780367532178 · hardcover, ISBN 0367532174 · hardcover, ISBN 9780367524685 · paperback, ISBN 0367524686 · paperbackIndirekt identifierad av
ISBN 9781003080978har titel
Data science : a first introductionupphovsuppgift
Tiffany Timbers, Trevor Campbell, Melissa Leeupplageuppgift
First editionutgivning
Boca Raton : CRC Press, Taylor & Francis Group, 2022copyright
©2022omfång
xxi, 420 pagesanmärkning
- Includes bibliographical references and index.
Mått
27 cm.Övriga fysiska detaljer
illustrations (chiefly color)Illustrativt innehåll
Illustrationer finns men typen specificeras ejklassifikation
QA276.45.R3 (LC-klassifikation)Annat bärarformat
Data science. · ISBN 9781003080978 · (DLC) 2021054755 (Online version:)Seriemedlemskap
Chapman & Hall/CRC data science series · Chapman & Hall/CRC data science serieskontrollnummer
zf0jpxf9w3s0613kResursens ID / Permalänk: https://libris.kb.se/zf0jpxf9w3s0613k#it
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