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R courses

R is a language for data analysis, statistics, and machine learning. DataCamp’s expert-led R courses offer interactive practice with projects to build job-ready skills fast. Start learning R today and unlock new data science opportunities.

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Recomended For Starters

Become an R programmer and develop your R skills with interactive courses, tracks and projects, curated by real-world experts.

Курс

Introduction to R

БазовыйУровень навыков
4.8+
2 368 отзывов
4 ч
Master the basics of data analysis in R, including vectors, lists, and data frames, and practice R with real data sets.

Трек

Основы программирования на R

4.4+
14 отзывов
22 ч
Повысьте уровень своих навыков программирования на R! Научитесь работать с распространёнными структурами данных, оптимизировать код и писать собственные функции.

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Просматривайте курсы и треки R

Курс

Introduction to R

БазовыйУровень навыков
4.8+
2 368 отзывов
4 ч
Master the basics of data analysis in R, including vectors, lists, and data frames, and practice R with real data sets.

Курс

Introduction to the Tidyverse

БазовыйУровень навыков
4.8+
1 116 отзывов
4 ч
Get started on the path to exploring and visualizing your own data with the tidyverse, a powerful and popular collection of data science tools within R.

Курс

Intermediate R

БазовыйУровень навыков
4.8+
957 отзывов
6 ч
Continue your journey to becoming an R ninja by learning about conditional statements, loops, and vector functions.

Курс

Introduction to Data Visualization with ggplot2

БазовыйУровень навыков
4.7+
2 456 отзывов
4 ч
Learn to produce meaningful and beautiful data visualizations with ggplot2 by understanding the grammar of graphics.

Курс

Introduction to Statistics in R

Средний уровеньУровень навыков
4.7+
2 022 отзыва
4 ч
Grow your statistical skills and learn how to collect, analyze, and draw accurate conclusions from data.

Курс

Introduction to Regression in R

Средний уровеньУровень навыков
4.8+
1 430 отзывов
4 ч
Predict housing prices and ad click-through rate by implementing, analyzing, and interpreting regression analysis in R.

Курс

Data Manipulation with dplyr

БазовыйУровень навыков
4.8+
693 отзыва
4 ч
Build Tidyverse skills by learning how to transform and manipulate data with dplyr.

Курс

Hypothesis Testing in R

Средний уровеньУровень навыков
4.7+
942 отзыва
4 ч
Learn how and when to use hypothesis testing in R, including t-tests, proportion tests, and chi-square tests.

Курс

Introduction to Importing Data in R

БазовыйУровень навыков
4.7+
352 отзыва
3 ч
In this course, you will learn to read CSV, XLS, and text files in R using tools like readxl and data.table.

Курс

Exploratory Data Analysis in R

Средний уровеньУровень навыков
4.7+
1 197 отзывов
4 ч
Learn how to use graphical and numerical techniques to begin uncovering the structure of your data.

Курс

Intermediate Regression in R

Средний уровеньУровень навыков
4.7+
764 отзыва
4 ч
Learn to perform linear and logistic regression with multiple explanatory variables.

Курс

Joining Data with dplyr

БазовыйУровень навыков
4.7+
1 205 отзывов
4 ч
Learn to combine data across multiple tables to answer more complex questions with dplyr.

Курс

Supervised Learning in R: Classification

Средний уровеньУровень навыков
4.7+
138 отзывов
4 ч
In this course you will learn the basics of machine learning for classification.

Курс

Cleaning Data in R

Средний уровеньУровень навыков
4.7+
771 отзыв
4 ч
Learn to clean data as quickly and accurately as possible to help you move from raw data to awesome insights.

Курс

Introduction to Writing Functions in R

БазовыйУровень навыков
4.7+
628 отзывов
4 ч
Take your R skills up a notch by learning to write efficient, reusable functions.

Курс

Sampling in R

Средний уровеньУровень навыков
4.7+
824 отзыва
4 ч
Master sampling to get more accurate statistics with less data.

Курс

Intermediate Data Visualization with ggplot2

Средний уровеньУровень навыков
4.7+
927 отзывов
4 ч
Learn to use facets, coordinate systems and statistics in ggplot2 to create meaningful explanatory plots.

Курс

Writing Efficient R Code

Средний уровеньУровень навыков
4.7+
135 отзывов
4 ч
Learn to write faster R code, discover benchmarking and profiling, and unlock the secrets of parallel programming.

Курс

ARIMA Models in R

БазовыйУровень навыков
4.8+
306 отзывов
4 ч
Become an expert in fitting ARIMA (autoregressive integrated moving average) models to time series data using R.

Курс

Reshaping Data with tidyr

Средний уровеньУровень навыков
4.8+
452 отзыва
4 ч
Transform almost any dataset into a tidy format to make analysis easier.

Курс

Time Series Analysis in R

Средний уровеньУровень навыков
4.8+
88 отзывов
4 ч
Learn the core techniques necessary to extract meaningful insights from time series data.

Курс

Manipulating Time Series Data in R

Средний уровеньУровень навыков
4.8+
283 отзыва
4 ч
Master time series data manipulation in R, including importing, summarizing and subsetting, with zoo, lubridate and xts.

Курс

Modeling with Data in the Tidyverse

Средний уровеньУровень навыков
4.8+
227 отзывов
4 ч
Discover different types in data modeling, including for prediction, and learn how to conduct linear regression and model assessment measures in the Tidyverse.

Курс

Introduction to Bioconductor in R

Средний уровеньУровень навыков
4.7+
112 отзывов
4 ч
Learn to use essential Bioconductor packages for bioinformatics using datasets from viruses, fungi, humans, and plants!

Курс

Forecasting in R

БазовыйУровень навыков
4.9+
51 отзыв
5 ч
Learn how to make predictions about the future using time series forecasting in R including ARIMA models and exponential smoothing methods.

Курс

Reporting with R Markdown

Средний уровеньУровень навыков
4.7+
321 отзыв
4 ч
R Markdown is an easy-to-use formatting language for authoring dynamic reports from R code.

Курс

Linear Algebra for Data Science in R

Средний уровеньУровень навыков
4.7+
133 отзыва
4 ч
This course is an introduction to linear algebra, one of the most important mathematical topics underpinning data science.

Курс

Introduction to R for Finance

БазовыйУровень навыков
4.7+
94 отзыва
4 ч
Learn essential data structures such as lists and data frames and apply that knowledge directly to financial examples.

Курс

Foundations of Inference in R

Средний уровеньУровень навыков
4.7+
50 отзывов
4 ч
Learn how to draw conclusions about a population from a sample of data via a process known as statistical inference.

Курс

Hierarchical and Mixed Effects Models in R

Продвинутый уровеньУровень навыков
4.7+
180 отзывов
4 ч
In this course you will learn to fit hierarchical models with random effects.

Связанные ресурсы по теме R

R Project

блог

The Top 8 R Project Ideas for 2026

Discover what R is and all the benefits for using it while giving examples and new ideas for a project.
Elena Kosourova's photo

Elena Kosourova

14 мин

блог

Python vs R for Data Science: Which Should You Learn?

This guide will help you answer one of the most frequently asked questions of newcomers in data science and help you choose between R and Python.
Javier Canales Luna's photo

Javier Canales Luna

10 мин

шпаргалка

Getting Started with R Cheat Sheet

This cheat sheet will cover an overview of getting started with R. Use it as a handy, high-level reference for a quick start with R. For more detailed R Cheat Sheets, follow the highlighted cheat sheets below.
Richie Cotton's photo

Richie Cotton

9 мин


Ready to apply your skills?

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Frequently asked questions

What is R?

R is a statistical computing and graphics system, consisting of the R language and a run-time environment. Originally designed for statistical purposes, it excels in data analysis, mining, modeling, and creating visualizations. Primarily used for statistics and data science, its applications extend to AI, machine learning, financial analysis, and more. Being open-source and equipped with a wide array of functions and packages, R is popular across multiple fields including academia, finance, and social media.

Do I need any prior programming experience to start learning R?

No prior programming experience is required to start learning R. Our courses are designed to be accessible to beginners, with step-by-step guidance that makes learning R straightforward—even for those new to programming.

How can learning R benefit my career?

Learning R can significantly enhance your career, especially if you are interested in fields like data analysis, statistics, or research. As a language specifically designed for statistical analysis and data visualization, R skills are highly sought after in industries ranging from healthcare and finance to academia and marketing, opening up a wide range of job opportunities and pathways for professional growth.

How do I get started with R?

Beginning your journey with R first involves grasping its fundamental concepts—such as understanding vectors, factors, lists, and data frames. Our Introduction to R programming course covers these basics, providing a solid foundation for further exploration into the R programming language.

What is the difference between R and Python?

Python is a general-purpose programming language, developed to handle a wide range of tasks from data science to web development, making it highly versatile and popular for various applications. R, on the other hand, was created for statistical analysis and excels in data visualization and exploratory data analysis.

Is R worth learning in 2025?

Absolutely, R is worth learning in 2025, especially for those focused on specialized areas like statistical analysis, data visualization, and academic research. Despite the rapid growth of Python, R maintains a strong presence in data science and analytics, valued for its advanced statistical capabilities and dedicated community.

Does Datacamp offer an R Certification?

DataCamp offers two R certifications: Data Analyst and Data Scientist. Both are available in R or Python. If you are interested in either, check out our Certifications here.

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