Abstract
Challenges are proposed by public services, companies or scientific laboratories, and are based on real-life problems. Participants submit the results of their classification or prediction algorithms, which are then put into competition via the website. The challenges are integrated into Prof. Stéphane Mallat's lectures at the Collège de France, and are offered in numerous data science lectures in France and the French-speaking world.