Foundations of Data Science

These lessons will help you get your feet in data science and give you tools to help you slice and dice your data into results.

You can view the tutorial materials in different languages by clicking the dropdown icon next to the slides (slides) and tutorial (tutorial) buttons below.



These lessons focus on using the Command Line Interface (CLI) and Bash for processing data.

Lesson Slides Hands-on Recordings
Advanced CLI in Galaxy tutorial
CLI basics tutorial
CLI Educational Game - Bashcrawl tutorial


These lessons focus on coding in Python

Lesson Slides Hands-on Recordings
Introduction to Python
Advanced Python
Plotting in Python


These lessons focus on coding in R

Lesson Slides Hands-on Recordings
R basics in Galaxy tutorial
Advanced R in Galaxy
dplyr & tidyverse for data processing tutorial


Here you'll learn to use SQL to query databases and extract meaningful results from them.

Lesson Slides Hands-on Recordings
Advanced SQL tutorial
Introduction to SQL tutorial
SQL Educational Game - Murder Mystery tutorial
SQL with Python tutorial
SQL with R tutorial

Scientific Workflow Management Systems

Here you can find brief tutorials on a couple different workflow engines that you might encounter in the wild.

Lesson Slides Hands-on Recordings
Make & Snakemake

Frequently Asked Questions

Common questions regarding this topic have been collected on a dedicated FAQ page . Common questions related to specific tutorials can be accessed from the tutorials themselves.


This material is maintained by:

AvatarHelena Rasche AvatarSaskia Hiltemann AvatarFotis E. Psomopoulos AvatarBérénice Batut AvatarYvan Le Bras

For any question related to this topic and the content, you can contact them or visit our Gitter channel.


This material was contributed to by:

AvatarThe Carpentries AvatarHelena Rasche AvatarBazante Sanders AvatarErasmus+ Programme AvatarAvans Hogeschool AvatarDonny Vrins AvatarNU Knight Lab AvatarMaria Christina Maniou AvatarFotis E. Psomopoulos AvatarBérénice Batut AvatarToby Hodges