These lecture notes have been prepared for the ETICS 2024 research school. They consist of two 3-hours lectures, dedicated to the following topics: Introduction and motivation for uncertainty quantification on machine learning predictions - Conformal prediction theory and methodology - Extensions and concurrent methods