Hands-On Exploratory Data Analysis with R
Become an expert in exploratory data analysis using R packages
Language - English
Updated on Sep, 2020
About the Book
Book description
Learn exploratory data analysis concepts using powerful R packages to enhance your R data analysis skills
Key Features
- Speed up your data analysis projects using powerful R packages and techniques
- Create multiple hands-on data analysis projects using real-world data
- Discover and practice graphical exploratory analysis techniques across domains
Book Description
Hands-On Exploratory Data Analysis with R will help you build not just a foundation but also expertise in the elementary ways to analyze data. You will learn how to understand your data and summarize its main characteristics. You'll also uncover the structure of your data, and you'll learn graphical and numerical techniques using the R language.
This book covers the entire exploratory data analysis (EDA) process—data collection, generating statistics, distribution, and invalidating the hypothesis. As you progress through the book, you will learn how to set up a data analysis environment with tools such as ggplot2, knitr, and R Markdown, using tools such as DOE Scatter Plot and SML2010 for multifactor, optimization, and regression data problems.
By the end of this book, you will be able to successfully carry out a preliminary investigation on any dataset, identify hidden insights, and present your results in a business context.
What you will learn
- Learn powerful R techniques to speed up your data analysis projects
- Import, clean, and explore data using powerful R packages
- Practice graphical exploratory analysis techniques
- Create informative data analysis reports using ggplot2
- Identify and clean missing and erroneous data
- Explore data analysis techniques to analyze multi-factor datasets
Who this book is for
Hands-On Exploratory Data Analysis with R is for data enthusiasts who want to build a strong foundation for data analysis. If you are a data analyst, data engineer, software engineer, or product manager, this book will sharpen your skills in the complete workflow of exploratory data analysis.
eBook Preview
Author Details
<a href="https://market.tutorialspoint.com/author/harish_garg">Harish Garg</a>
Packt are an established, trusted, and innovative global technical learning publisher, founded in Birmingham, UK with over eighteen years experience delivering rich premium content from ground-breaking authors and lecturers on a wide range of emerging and established technologies for professional development.
Packt’s purpose is to help technology professionals advance their knowledge and support the growth of new technologies by publishing vital user focused knowledge-based content faster than any other tech publisher, with a growing library of over 9,000 titles, in book, e-book, audio and video learning formats, our multimedia content is valued as a vital learning tool and offers exceptional support for the development of technology knowledge.
We publish on topics that are at the very cutting edge of technology, helping IT professionals learn about the newest tools and frameworks in a way that suits them.
Our students work
with the Best
Related eBooks
Annual Membership
Become a valued member of Tutorials Point and enjoy unlimited access to our vast library of top-rated Video Courses
Subscribe now
Online Certifications
Master prominent technologies at full length and become a valued certified professional.
Explore Now