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Exploring Data Science with R and the Tidyverse

- A Concise Introduction
Af: Mitsunori Ogihara, Jerry Bonnell Engelsk Paperback

Exploring Data Science with R and the Tidyverse

- A Concise Introduction
Af: Mitsunori Ogihara, Jerry Bonnell Engelsk Paperback
Tjek vores konkurrenters priser

This book introduces the reader to data science using R and the tidyverse. No prerequisite knowledge is needed in college-level programming or mathematics (e.g., calculus or statistics). The book is self-contained so readers can immediately begin building data science workflows without needing to reference extensive amounts of external resources for onboarding. The contents are targeted for undergraduate students but are equally applicable to students at the graduate level and beyond. The book develops concepts using many real-world examples to motivate the reader.

Upon completion of the text, the reader will be able to:

  • Gain proficiency in R programming

  • Load and manipulate data frames, and "tidy" them using tidyverse tools

  • Conduct statistical analyses and draw meaningful inferences from them

  • Perform modeling from numerical and textual data

  • Generate data visualizations (numerical and spatial) using ggplot2 and understand what is being represented

An accompanying R package "edsdata" contains synthetic and real datasets used by the textbook and is meant to be used for further practice. An exercise set is made available and designed for compatibility with automated grading tools for instructor use.

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Tjek vores konkurrenters priser

This book introduces the reader to data science using R and the tidyverse. No prerequisite knowledge is needed in college-level programming or mathematics (e.g., calculus or statistics). The book is self-contained so readers can immediately begin building data science workflows without needing to reference extensive amounts of external resources for onboarding. The contents are targeted for undergraduate students but are equally applicable to students at the graduate level and beyond. The book develops concepts using many real-world examples to motivate the reader.

Upon completion of the text, the reader will be able to:

  • Gain proficiency in R programming

  • Load and manipulate data frames, and "tidy" them using tidyverse tools

  • Conduct statistical analyses and draw meaningful inferences from them

  • Perform modeling from numerical and textual data

  • Generate data visualizations (numerical and spatial) using ggplot2 and understand what is being represented

An accompanying R package "edsdata" contains synthetic and real datasets used by the textbook and is meant to be used for further practice. An exercise set is made available and designed for compatibility with automated grading tools for instructor use.

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Produktdetaljer
Sprog: Engelsk
Sider: 476
ISBN-13: 9781032341705
Indbinding: Paperback
Udgave:
ISBN-10: 103234170X
Kategori: Automatisk styrings- & reguleringsteknik
Udg. Dato: 14 aug 2023
Længde: 27mm
Bredde: 254mm
Højde: 177mm
Forlag: Taylor & Francis Ltd
Oplagsdato: 14 aug 2023
Forfatter(e): Mitsunori Ogihara, Jerry Bonnell
Forfatter(e) Mitsunori Ogihara, Jerry Bonnell

Kategori Automatisk styrings- & reguleringsteknik

ISBN-13 9781032341705

Sprog Engelsk

Indbinding Paperback

Sider 476

Udgave

Længde 27mm

Bredde 254mm

Højde 177mm

Udg. Dato 14 aug 2023

Oplagsdato 14 aug 2023

Forlag Taylor & Francis Ltd

Kategori sammenhænge