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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

Введение в R

БазовыйУровень навыков
4.8+
2 373 отзыва
4 ч
Освойте основы анализа данных в R: векторы, списки и data frames, и практикуйте R на реальных наборах данных.

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

Communicating with Data in the Tidyverse

БазовыйУровень навыков
4.8+
193 отзыва
4 ч
Leverage the power of tidyverse tools to create publication-quality graphics and custom-styled reports that communicate your results.

Курс

Modeling with tidymodels in R

Средний уровеньУровень навыков
4.8+
174 отзыва
4 ч
Learn to streamline your machine learning workflows with tidymodels.

Курс

Inference for Categorical Data in R

Продвинутый уровеньУровень навыков
4.8+
107 отзывов
4 ч
In this course youll learn how to leverage statistical techniques for working with categorical data.

Курс

Inference for Numerical Data in R

Продвинутый уровеньУровень навыков
4.8+
100 отзывов
4 ч
In this course youll learn techniques for performing statistical inference on numerical data.

Курс

Case Study: Exploratory Data Analysis in R

БазовыйУровень навыков
4.9+
48 отзывов
4 ч
Use data manipulation and visualization skills to explore the historical voting of the United Nations General Assembly.

Курс

Interactive Maps with leaflet in R

БазовыйУровень навыков
4.7+
92 отзыва
4 ч
Learn how to produce interactive web maps with ease using leaflet.

Курс

Handling Missing Data with Imputations in R

Продвинутый уровеньУровень навыков
4.7+
103 отзыва
4 ч
Diagnose, visualize and treat missing data with a range of imputation techniques with tips to improve your results.

Курс

Importing and Managing Financial Data in R

Средний уровеньУровень навыков
4.7+
103 отзыва
5 ч
Learn how to access financial data from local files as well as from internet sources.

Курс

Categorical Data in the Tidyverse

БазовыйУровень навыков
4.7+
165 отзывов
4 ч
Get ready to categorize! In this course, you will work with non-numerical data, such as job titles or survey responses, using the Tidyverse landscape.

Курс

Credit Risk Modeling in R

Средний уровеньУровень навыков
4.7+
83 отзыва
4 ч
Apply statistical modeling in a real-life setting using logistic regression and decision trees to model credit risk.

Курс

Machine Learning in the Tidyverse

Средний уровеньУровень навыков
4.8+
109 отзывов
5 ч
Leverage tidyr and purrr packages in the tidyverse to generate, explore, and evaluate machine learning models.

Курс

Sentiment Analysis in R

Средний уровеньУровень навыков
4.7+
95 отзывов
4 ч
Learn sentiment analysis by identifying positive and negative language, specific emotional intent and making compelling visualizations.

Курс

Fraud Detection in R

Средний уровеньУровень навыков
4.7+
37 отзывов
4 ч
Learn to detect fraud with analytics in R.

Курс

Quantitative Risk Management in R

БазовыйУровень навыков
4.8+
81 отзыв
5 ч
Work with risk-factor return series, study their empirical properties, and make estimates of value-at-risk.

Курс

Hyperparameter Tuning in R

Продвинутый уровеньУровень навыков
4.8+
54 отзыва
4 ч
Learn how to tune your models hyperparameters to get the best predictive results.

Курс

Data Manipulation with data.table in R

БазовыйУровень навыков
4.6+
21 отзыв
4 ч
Master core concepts about data manipulation such as filtering, selecting and calculating groupwise statistics using data.table.

Курс

Visualizing Geospatial Data in R

Средний уровеньУровень навыков
4.5+
86 отзывов
4 ч
Learn to read, explore, and manipulate spatial data then use your skills to create informative maps using R.

Курс

Market Basket Analysis in R

Средний уровеньУровень навыков
4.8+
84 отзыва
4 ч
Explore association rules in market basket analysis with R by analyzing retail data and creating movie recommendations.

Курс

Text Mining with Bag-of-Words in R

Средний уровеньУровень навыков
4.8+
137 отзывов
4 ч
Learn the bag of words technique for text mining with R.

Курс

Bond Valuation and Analysis in R

Средний уровеньУровень навыков
4.8+
83 отзыва
4 ч
Learn to use R to develop models to evaluate and analyze bonds as well as protect them from interest rate changes.

Курс

Building Dashboards with shinydashboard

БазовыйУровень навыков
4.6+
74 отзыва
4 ч
Learn to create interactive dashboards with R using the powerful shinydashboard package. Create dynamic and engaging visualizations for your audience.

Курс

Developing R Packages

Средний уровеньУровень навыков
4.7+
140 отзывов
4 ч
Learn to develop R packages and boost your coding skills. Discover package creation benefits, practice with dev tools, and create a unit conversion package.

Курс

Structural Equation Modeling with lavaan in R

Продвинутый уровеньУровень навыков
4.8+
74 отзыва
4 ч
Learn how to create and assess measurement models used to confirm the structure of a scale or questionnaire.

Курс

GARCH Models in R

Продвинутый уровеньУровень навыков
4.8+
95 отзывов
4 ч
Specify and fit GARCH models to forecast time-varying volatility and value-at-risk.

Курс

Intermediate Portfolio Analysis in R

Средний уровеньУровень навыков
4.8+
68 отзывов
5 ч
Advance you R finance skills to backtest, analyze, and optimize financial portfolios.

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


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Projects allow you to apply your knowledge to a wide range of datasets
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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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