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 part of Prof.Stéphane Mallat's courseat the Collège de France ( ), and are also offered in numerous data science lectures in France and throughout the French-speaking world.