Best Online Resources to Learn R Programming in 2025 in One Place

Whether you are a Beginner in Data Science or an experienced data scientist, In both cases, you know the importance of R programming in the Data Science field. So if you are looking for Best Online Resources to Learn R Programming, give your few minutes and find out some best online resources to learn R.

Most of the time we waste, searching for different resources such as books, courses, YouTube videos, etc for learning R programming. That’s why I thought to collect all the best resources to learn R including courses, books, tutorials, and YouTube videos.

I would recommend you bookmark this article for further referrals. But before I begin, I would like to tell you Why R programming is important in data science.

In Data Science, you have to perform statistical analysis, and for that R is much better than Python. R has approximately 12000 packages, R has a huge variety of libraries to perform statistical analysis. Some most powerful visualization packages in R are ggplot2, ggvis, googleVis, and rCharts.

If you know Python and R both, then you will get more privilege as a data scientist or data analyst. I hope now you understood the importance of R programming.

Now without further ado, let’s get started-

Best Online Resources to Learn R Programming

For your convenience, I have created separate sections for each resource. So let’s start with online courses-

Online Courses

1.  R Programming – Johns Hopkins University

Rating- 4.5/5

Time to Complete- 58 Hours 

This course will cover all the basics of R Programming. If you want to learn R from scratch, then this course is for you. In this course, you will learn how to program in R and how to use R for effective data analysis.

This course will teach you programming in R, reading data into R, accessing R packages, writing R functions, debugging, profiling R code, and organizing and commenting on R code.

Check this course details here-  R Programming 

2. Statistics with R Specialization– Duke University

Rating- 4.6/5

Time to Complete- 7 Month

This specialization program will give you more in-depth knowledge of Statistics with the help of R Programming. In this program, you will learn how to analyze and visualize data in R and create reproducible data analysis reports, and much more.

Check this course details here- Statistics with R Specialization

3. Learn R with DataCamp

Datacamp is always the first choice of data science learners. Datacamp provides different Career Tracks as well as Skill Tracks for learning R programming.

In Datacamp you will learn R Programming through hands-on learning and you will learn how to analyze complex data, build interactive web apps, and create machine learning models using R programming.

Check Datacamp courses here- Learn R with DataCamp

4. Programming for Data Science with R– Udacity

Rating- 4.7/5

Time to Complete- 3 months (10 hrs/week)

This is Nano-degree Program. In that program, you will learn the programming fundamentals required for a career in data science. At the end of this program, you will know how to use R, SQL, Command-Line, and Git.

Along with this, you will learn R programming fundamentals such as data structures, variables, loops, and functions and how to visualize data in the popular data visualization library ggplot2.

Check this course details here- Programming for Data Science with R

5. Learn R– Codecademy

This is another best course for R Programming. This course will teach you fundamental programming concepts in R. You’ll also learn how to organize, modify, and clean data frames, a useful data structure in R.

In this course, you will also learn about data visualizations, statistics, and hypothesis testing.

Check this course details here- Learn R

6. R Programming A-Z™– Udemy

Rating- 4.6/5

Time to Complete- 10.5 Hours

This is another course for complete beginners in R programming. This course is for all skill levels and even if you have no programming or statistical background. This course will teach you the core principles of programming.

Check course details here- R Programming A-Z™

7. Data Science: Foundations using R Specialization– Johns Hopkins University

Rating- 4.6/5

Time to Complete- 3-6 Month

This is a specialization program offered by Johns Hopkins University. This R Programming course is part of this specialization program. So, this specialization program is the next step of your R programming knowledge.

This specialization program will teach you foundational data science tools and techniques, including getting, cleaning, and exploring data, programming in R, and conducting reproducible research.

Check this course details here- Data Science: Foundations using R Specialization

8. Data Science with R– Pluralsight

Time to Complete- 2 hour 30 min

This is another beginner-friendly course to learn R programming for data science. In this course, you’ll learn how to transform and clean your data, create and interpret descriptive statistics, data visualizations, and statistical models using R programming.

Along with this, you will also learn how to handle Big Data, make predictions using machine learning algorithms, and deploy R to production.

Check this course details here- Data Science with R

So, these are some best R programming online courses, now let’s see Best R programming tutorials-

Tutorials

9. R Tutorial– Tutorialspoint

This tutorial is offered by Tutorialspoint. This tutorial is for those who are software programmers, statisticians, and data miners and interested in developing statistical software using R programming.

In this tutorial, you will get enough understanding of almost all the concepts of R Programming.

Check this tutorial here- R Tutorial

10. R Programming Tutorial– Javatpoint

This tutorial is for both beginners as well as professionals. In this tutorial, you will learn basic and advanced concepts of data analysis and visualization.

This tutorial will cover the following topics- Introduction, features, installation, Rstudio ide, variables, data types, operators, if statement, vector, data handling, graphics, statistical modeling, etc.

Check this tutorial here- R Programming Tutorial

11. Top 100 R Tutorials– Listen Data

In Listen Data, there are 100 tutorials on 4 different categories- Complete R Tutorial, Data Science with R Tutorials, Text Mining with R, and Shiny Tutorials.

Each category has different tutorials. Such as Complete R Tutorial is for absolute beginners and teaches fundamentals of R.

Check this tutorial here-Top 100 R Tutorials

12. Getting Started with R Programming- Data Flair

In Data Flair, there are 3 categories- Beginner, Intermediate, and Expert. And each category has a certain set of tutorials. So you can learn R programming according to your knowledge level.

At the beginner level, you will learn the basics of R programming whereas, at the Intermediate and expert level, you will explore advanced concepts of R programming.

Check this tutorial here- Getting Started with R Programming

13. R Tutorial– w3schools

This is another tutorial for learning the basics of R programming. In this tutorial, you will learn R data types, variables, operators, conditional statements, functions, lists, arrays, packages, etc.

In general, w3schools is a good platform for learning any programming language.

Check this tutorial here- R Tutorial

So, these are some best tutorials on R programming. Now let’s see some best books to learn R Programming-

Books to Learn R

14. Hands-On Programming with R

Author- Garrett Grolemund

This is a beginner-friendly book and you will learn how to perform various programming operations in R. The best part about this book is that it is easy to understand.

Along with this, you will learn various data operations like loading, data assembling, dissembling, and navigation of R’s data objects.

You can Buy this book on Amazon

15. R for Data Science

Author- Hadley Wickham & Garrett Grolemund

This book is for those who want to learn R programming for data science. In this book, you will learn how Data Scientists use R. This book will teach data cleaning, wrangling, visualization, etc.

But if you are a beginner in R, then I wouldn’t recommend this book. Because this book requires some previous knowledge in R programming.

You can read this book after reading Hands-On Programming with R.

You can Buy this book on Amazon.

16. The Art of R Programming

Author- Norman Matloff

This book is for those who want to widen their programming knowledge of R. In this book, you will learn basic types and data structures as well as advanced topics like closures, recursion, and anonymous functions.

Previous knowledge of statistics is not required.

You can Buy this book on Amazon

17. An Introduction to Statistical Learning With Applications in R

Author- Trevor Hastie and Rob Tibshirani

This book aims to teach you how to perform the statistical implementation of various methodologies in R. This book will not only teach you the theoretical understanding of how various statistical methodologies work but also teach you the implementation with R.

You can Buy this book on Amazon.

18. R Packages

Author- Hadley Wickham

This book is for those who want to write their own packages. The author of this book provides a detailed description of how to use reusable R functions.

Along with this, you will also gain knowledge of several components of R packages such as unit tests and vignettes.

You can Buy this book on Amazon

So these are some best R programming books, now let’s see some best YouTube videos for R programming.

YouTube Videos/Channels

19. R Programming Tutorial- freeCodeCamp

Time to Complete- 2 hours 11 minutes

In this tutorial, you will learn R programming from scratch such as Installing R, RStudio, Packages, plot(), bar charts, histograms, scatterplots, etc.

20. R Programming Full Course– Simplilearn

Time to Complete- 7 hours

In this course, you will learn about What is R, variables, data types in R, Data Handling, Manipulation, and Visualization in R.

This course is for beginners who want to start with R Programming and Data Analysis.

21. R Tutorial For Beginners– Edureka

Time to Complete- 1 hour 30 minutes

In this tutorial, you will understand the fundamentals of the R tool and you will learn how to build a strong foundation in R.

22. Statistics and Statistics with R Tutorials– MarinStatsLectures

Number of Videos- 106

In this tutorial, you will learn how to use R Stats Software for beginners along with tutorials for the various concepts in statistics.

Along with this, you will learn topics such as downloading and installing R and RStudio, importing data into R, exporting data out of R, getting started working with R, descriptive statistics in R, bivariate hypothesis testing using R software both parametric and non-parametric, etc.

And here the list ends. I hope these Best Online Resources to Learn R will definitely help you to learn R Programming. I would suggest you bookmark this article for future referrals. Now it’s time to wrap up.

Conclusion

In this article, I tried to cover all the Best Online Resources to Learn R from online courses to YouTube videos. If you have any doubts or questions, feel free to ask me in the comment section.

All the Best!

Enjoy Learning!

Thank YOU!

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Though of the Day…

‘ It’s what you learn after you know it all that counts.’

– John Wooden