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Image of - Exploring Data Science With R And The Tidyverse A Concise Introduction | Paperback
Exploring Data Science With R And The Tidyverse A Concise Introduction | Paperback

Exploring Data Science With R And The Tidyverse A Concise Introduction | Paperback

by Bonnell J.

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 toolsConduct statistical analyses and draw meaningful inferences from them Perform modeling from numerical and textual dataGenerate data visualizations (numerical and spatial) using ggplot2 and understand what is being representedAn 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.

Highlights

  • binding-icon

    9781032341705

    ISBN:

  • binding-icon

    Bonnell J.

    Author:

  • binding-icon

    476

    Pages:

  • binding-icon

    3500 gm

    Weight:

  • langauage-icon

    English

    Language:

  • date-icon

    2024

    Year:

  • edition-icon

    1st Edition

    Edition:

  • binding-icon

    Paperback

    Binding:

7244

9055

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 toolsConduct statistical analyses and draw meaningful inferences from them Perform modeling from numerical and textual dataGenerate data visualizations (numerical and spatial) using ggplot2 and understand what is being representedAn 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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