Title
Advanced R, Second Edition (Chapman & Hall/Crc The R Series),New
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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, objectoriented, and metaprogramming); and powerful techniques for debugging and optimisingyour code.By reading this book, you will learn:The difference between an object and its name, and why the distinction is importantThe important vector data structures, how they fit together, and how you can pull them apart using subsettingThe fine details of functions and environmentsThe condition system, which powers messages, warnings, and errorsThe powerful functional programming paradigm, which can replace many for loopsThe three most important OO systems: S3, S4, and R6The tidy eval toolkit for metaprogramming, which allows you to manipulate code and control evaluationEffective debugging techniques that you can deploy, regardless of how your code is runHow to find and remove performance bottlenecksThe 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 themMuch deeper coverage of metaprogramming, including the new tidy evaluation frameworkuse of new package like rlang (rlang.rlib.org), which provides a clean interface to lowlevel operations, and purr (purrr.tidyverse.org/) for functional programmingUse of color in code chunks and figures
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- Q: How many pages does the book have? A: The book has five hundred eighty-eight pages. This comprehensive length allows for in-depth exploration of advanced R programming topics.
- Q: What is the binding type of this book? A: The binding type is paperback. This makes the book flexible and lightweight for easy handling.
- Q: What are the dimensions of the book? A: The book measures six inches in length, one inch in width, and nine point zero two inches in height. These dimensions make it a convenient size for reading.
- Q: Who is the author of this book? A: The author is Hadley Wickham. He is renowned for his contributions to R programming and data science.
- Q: What language programming paradigms are covered in the book? A: The book covers functional, object-oriented, and metaprogramming paradigms. These concepts are essential for mastering R programming.
- Q: How can I improve my debugging skills with this book? A: You can learn effective debugging techniques applicable to various coding scenarios. The book provides strategies to identify and resolve issues in your code.
- Q: Is this book suitable for beginners? A: No, this book is not primarily for beginners. It is aimed at those with prior programming experience who wish to deepen their R knowledge.
- Q: What topics are emphasized in the second edition? A: The second edition emphasizes foundational chapters, object-oriented programming, and metaprogramming techniques. These updates enhance the learning experience.
- Q: Can I use this book for learning metaprogramming? A: Yes, the book includes comprehensive coverage of metaprogramming. It introduces the tidy eval toolkit, which is crucial for manipulating code.
- Q: What should I do if I encounter performance bottlenecks in my code? A: The book provides guidance on identifying and removing performance bottlenecks. Techniques and best practices are discussed in detail.
- Q: Is this book recommended for professionals in data science? A: Yes, this book is highly recommended for data science professionals. It offers advanced insights into R programming that are beneficial for their work.
- Q: What is the target audience for this book? A: The target audience includes experienced R programmers and those familiar with other programming languages. It aims to deepen their understanding of R.
- Q: Will this book help me understand R's condition system? A: Yes, the book covers the condition system in R. This system is important for managing messages, warnings, and errors in your code.
- Q: How does this book approach object-oriented programming in R? A: The book provides comprehensive coverage of object-oriented programming, including S3, S4, and R6 systems. This helps readers choose the appropriate system for their needs.
- Q: What new packages are discussed in the second edition? A: The second edition discusses new packages like rlang and purrr. These tools enhance the functionality and efficiency of R programming.