This session introduced the machine-learning framework {mlr3} in R. {mlr3} is a framework similar to {tidymodels} but based on different backends. It heavily relies on {data.table} and {future} and is built using the R6 object-oriented-programming class. Essential building blocks and basic concepts were presented to participants and applied afterwards in a hands-on tutorial part.