Wolf Riepl

Introduction to Python

Master the basics of data analysis in Python. Expand your skillset by learning scientific computi...

Introduction to R

Master the basics of data analysis by manipulating common data structures such as vectors, matric...

Intermediate Python

Level up your data science skills by creating visualizations using Matplotlib and manipulating Da...

Introduction to the Tidyverse

Get started on the path to exploring and visualizing your own data with the tidyverse, a powerful...

Python Data Science Toolbox (Part 1)

Learn the art of writing your own functions in Python, as well as key concepts like scoping and e...

Intermediate R

Continue your journey to becoming an R ninja by learning about conditional statements, loops, and...

Python Data Science Toolbox (Part 2)

Continue to build your modern Data Science skills by learning about iterators and list comprehens...

Data Manipulation in R with dplyr

Master techniques for data manipulation using the select, mutate, filter, arrange, and summarise ...

Introduction to Git

This course is an introduction to version control with Git for data scientists.

Writing Functions in R

Learn the fundamentals of writing functions in R so you can make your code more readable and auto...

Introduction to Importing Data in R

In this course, you will learn to read CSV, XLS, and text files in R using tools like readxl and ...

Correlation and Regression in R

Learn how to describe relationships between two numerical quantities and characterize these relat...

Supervised Learning in R: Classification

In this course you will learn the basics of machine learning for classification.

Data Visualization with ggplot2 (Part 1)

Learn to produce meaningful and beautiful data visualizations with ggplot2 by understanding the g...

Reporting with R Markdown

Learn to create interactive analyses and automated reports with R Markdown.

Cleaning Data in R

Learn to explore your data so you can properly clean and prepare it for analysis.

Data Visualization in R

This course provides a comprehensive introduction to working with base graphics in R.

Exploratory Data Analysis in R

Learn how to use graphical and numerical techniques to begin uncovering the structure of your data.

Introduction to Machine Learning

Learn to train and assess models performing common machine learning tasks such as classification ...

Joining Data in R with dplyr

This course will show you how to combine data sets with dplyr's two table verbs.

Multiple and Logistic Regression in R

In this course you'll learn to add multiple variables to linear models and to use logistic regres...

Building Web Applications in R with Shiny

Build interactive web apps straight from R with shiny!

Intermediate R: Practice

Strengthen your knowledge of the topics you learned in Intermediate R with a ton of new and fun e...

Writing Efficient R Code

Learn to write faster R code, discover benchmarking and profiling, and unlock the secrets of para...

Data Analysis in R, the data.table Way

Master core concepts in data manipulation such as subsetting, updating, indexing and joining your...

Generalized Linear Models in R

The Generalized Linear Model course expands your regression toolbox to include logistic and Poiss...

Working with the RStudio IDE (Part 1)

Learn the basics of the important features of the RStudio IDE.

Case Study: Exploratory Data Analysis in R

Use data manipulation and visualization skills to explore the historical voting of the United Nat...

Working with Data in the Tidyverse

Learn to work with data using tools from the tidyverse, and master the important skills of taming...

Forecasting in R

Learn how to make predictions about the future using time series forecasting in R.

Working with Dates and Times in R

Learn the essentials of parsing, manipulating and computing with dates and times in R.

Machine Learning with caret in R

This course teaches the big ideas in machine learning like how to build and evaluate predictive m...

Time Series Analysis in R

Learn the core techniques necessary to extract meaningful insights from time series data.

Intermediate Importing Data in R

Parse data in any format. Whether it's flat files, statistical software, databases, or data right...

Data Visualization with ggplot2 (Part 2)

Take your data visualization skills to the next level with coordinates, facets, themes, and best ...

Foundations of Probability in R

In this course, you'll learn about the concepts of random variables, distributions, and condition...

Manipulating Time Series Data with xts and zoo ...

The xts and zoo packages make the task of managing and manipulating ordered observations fast and...

Tree-Based Models in R

In this course, you'll learn how to use tree-based models and ensembles for regression and classi...

Supervised Learning in R: Regression

In this course you will learn how to predict future events using linear regression, generalized a...

Unsupervised Learning in R

This course provides an intro to clustering and dimensionality reduction in R from a machine lear...

Foundations of Inference

Learn how to draw conclusions about a population from a sample of data via a process known as sta...

Data Manipulation with data.table in R

Master core concepts about data manipulation such as filtering, selecting and calculating groupwi...

Machine Learning in the Tidyverse

Leverage the tools in the tidyverse to generate, explore and evaluate machine learning models.

Visualizing Geospatial Data in R

Learn to read, explore, and manipulate spatial data then use your skills to create informative ma...

Hierarchical and Mixed Effects Models in R

In this course you will learn to fit hierarchical models with random effects.

Introduction to Statistical Modeling in R

This course is designed to get you up to speed with the most important and powerful methodologies...

String Manipulation with stringr in R

Learn how to pull character strings apart, put them back together and use the stringr package.

Introduction to Data in R

Learn the language of data, study types, sampling strategies, and experimental design.

Visualization Best Practices in R

Learn to effectively convey your data with an overview of common charts, alternative visualizati...

ARIMA Models in R

Become an expert in fitting ARIMA (autoregressive integrated moving average) models to time serie...

Text Mining with Bag-of-Words in R

Learn the bag of words technique for text mining with R.

R for SAS, SPSS and STATA Users

Learn to translate your knowledge of SAS, SPSS, or Stata into R using the same statistics techniq...

Joining Data with data.table in R

This course will show you how to combine and merge datasets with data.table.

Categorical Data in the Tidyverse

Get ready to categorize! In this course, you will work with non-numerical data, such as job titl...

Working with the RStudio IDE (Part 2)

Further your knowledge of RStudio and learn how to integrate Git, LaTeX, and Shiny

Building Dashboards with shinydashboard

In this course you'll learn to build dashboards using the shinydashboard package.

Spatial Analysis with sf and raster in R

Analyze spatial data using the sf and raster packages.

Nonlinear Modeling in R with GAMs

GAMs model relationships in data as nonlinear functions that are highly adaptable to different ty...

Parallel Programming in R

This course covers in detail the tools available in R for parallel computing.

Communicating with Data in the Tidyverse

Leverage the power of tidyverse tools to create publication-quality graphics and custom-styled re...

Support Vector Machines in R

This course will introduce the support vector machine (SVM) using an intuitive, visual approach.

Data Visualization with ggplot2 (Part 3)

This course covers some advanced topics including strategies for handling large data sets and spe...

Data Visualization in R with ggvis

Learn to create interactive graphs to display distributions, relationships, model fits, and more ...

Survival Analysis in R

Learn to work with time-to-event data. The event may be death or finding a job after unemployment...

Visualizing Time Series Data in R

Learn how to visualize time series in R, then practice with a stock-picking case study.

Modeling with Data in the Tidyverse

Explore Linear Regression in a tidy framework.

Dealing With Missing Data in R

Make it easy to visualise, explore, and impute missing data with naniar, a tidyverse friendly app...

Interactive Maps with leaflet in R

Learn how to produce interactive web maps with ease using leaflet.

Importing & Cleaning Data in R: Case Studies

In this series of four case studies, you'll revisit key concepts from our courses on importing an...

Case Studies: Building Web Applications with Sh...

Practice your Shiny skills while building some fun Shiny apps for real-life scenarios!

Linear Algebra for Data Science in R

This course is an introduction to linear algebra, one of the most important mathematical topics u...

Introduction to Spark with sparklyr in R

Learn how to analyze huge datasets using Apache Spark and R using the sparklyr package.

Case Studies: Manipulating Time Series Data in R

Strengthen your knowledge of the topics covered in Manipulating Time Series in R using real case ...

Developing R Packages

Create and share your own R Packages!

Building Dashboards with flexdashboard

In this course you'll learn how to create static and interactive dashboards using flexdashboard a...

Foundations of Functional Programming with purrr

Learn to easily summarize and manipulate lists using the purrr package.

Importing Data Into R

Learn how to parse data in any format. Whether it's flat files, statistics software, databases, o...

Intermediate Statistical Modeling in R

In this follow-up course, you will expand your stat modeling skills from the introduction and div...

Interactive Data Visualization with plotly in R

Learn to create interactive graphics entirely in R with plotly.

Intermediate Functional Programming with purrr

Continue learning with purrr to create robust, clean, and easy to maintain iterative code.

Object-Oriented Programming with S3 and R6 in R

Manage the complexity in your code using object-oriented programming with the S3 and R6 systems.

Defensive R Programming

Learn defensive programming in R to make your code more robust.

Data Visualization with lattice in R

Learn to visualize multivariate datasets using lattice graphics.

Intermediate Regular Expressions in R

Manipulate text data, analyze it and more by mastering regular expressions and string distances i...

Visualizing Big Data with Trelliscope in R

Learn how to visualize big data in R using ggplot2 and trelliscopejs.

Intermediate Interactive Data Visualization wit...

Learn to create animated graphics and linked views entirely in R with plotly.

Scalable Data Processing in R

Learn how to write scalable code for working with big data in R using the bigmemory and iotools p...

Optimizing R Code with Rcpp

Use C++ to dramatically boost the performance of your R code.

Data Analysis and Statistical Inference

This interactive DataCamp course complements the Coursera course Data Analysis and Statistical In...

Intro to Statistics with R: Introduction

A friendly introduction to fundamental concepts in statistics in R.

Intro to Statistics with R: Student's T-test

If you want to have a solid basic foundation in statistics, it is essential to understand the con...

Intro to Statistics with R: Analysis of Varianc...

Analysis of Variance (ANOVA) is probably one of the most popular and commonly used statistical pr...

Intro to Statistics with R: Repeated measures A...

This course focuses on within-groups comparisons and repeated measures design. With the help of a...

Intro to Statistics with R: Correlation and Lin...

If you have ever taken a math or statistics class, you’ve probably heard the old adage "Correlati...

Intro to Statistics with R: Multiple Regression

Multiple regression is a powerful statistical technique, and here you will discover why and how t...

Intro to Statistics with R: Moderation and Medi...

Moderation and mediation sound alike, but in reality they are quite different. This course will g...