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Advanced R, Second Edition by Hadley Wickham

Advanced R, Second Edition

by Hadley Wickham
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Book cover type: Hardcover
  • ISBN13: 9780367255374
  • Binding: Hardcover
  • Subject: N/A
  • Publisher: Taylor & Francis
  • Publisher Imprint: CRC Press
  • Publication Date:
  • Pages: 588
  • Original Price: GBP 190.0
  • Language: English
  • Edition: N/A
  • Item Weight: 1300 grams
  • BISAC Subject(s): Probability & Statistics / General

Advanced R helps you understand how R works at a fundamental level. It is designed for R programmers who want to deepen their understanding of the language, and programmers experienced in other languages who want to understand what makes R different and special.

This book will teach you the foundations of R; three fundamental programming paradigms (functional, object-oriented, and metaprogramming); and powerful techniques for debugging and optimising
your code.

By reading this book, you will learn:

  • The difference between an object and its name, and why the distinction is important

  • The important vector data structures, how they fit together, and how you can pull them apart using subsetting

  • The fine details of functions and environments

  • The condition system, which powers messages, warnings, and errors

  • The powerful functional programming paradigm, which can replace many for loops

  • The three most important OO systems: S3, S4, and R6

  • The tidy eval toolkit for metaprogramming, which allows you to manipulate code and control evaluation

  • Effective debugging techniques that you can deploy, regardless of how your code is run

  • How to find and remove performance bottlenecks

The second edition is a comprehensive update:

  • New foundational chapters: "Names and values," "Control flow," and "Conditions"

  • comprehensive coverage of object oriented programming with chapters on S3, S4, R6, and how to choose between them

  • Much deeper coverage of metaprogramming, including the new tidy evaluation framework

  • use of new package like rlang (http: //rlang.r-lib.org), which provides a clean interface to low-level operations, and purr (http: //purrr.tidyverse.org/) for functional programming

  • Use of color in code chunks and figures

    Hadley Wickham is Chief Scientist at RStudio, an Adjunct Professor at Stanford University and the University of Auckland, and a member of the R Foundation. He is the lead developer of the tidyverse, a collection of R packages, including ggplot2 and dplyr, designed to support data science. He is also the author of R for Data Science (with Garrett Grolemund), R Packages, and ggplot2: Elegant Graphics for Data Analysis.

Hadley Wickham is Chief Scientist at RStudio, an Adjunct Professor at Stanford University and the University of Auckland, and a member of the R Foundation. He is the lead developer of the tidyverse, a collection of R packages, including ggplot2 and dplyr, designed to support data science. He is also the author of R for Data Science (with Garrett Grolemund), R Packages, and ggplot2: elegant graphics for data analysis.

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