This repository contains all the tutorial material for the deep learning section of the course CPIA held at Mines Paris, 26-28 January, 2026. Tutorial and corrections are made available as lectures progress. The full course website is available for registered students at https://moodle.psl.eu/course/view.php?id=32081.