In this seminar, Virginie Marelli, head of research at dataroots, will present how a typical AI project is implemented in the industry. In the first part, she lays the foundations of AI, and she'll discuss how the models are deployed and automated in an efficient way, to fully leverage the value of AI. In the second part of the seminar, it'll go over ethical and fair AI, how EU citizens can trust AI empowered application. And, how can we avoid that AI does not become an ecological disaster ? Finally, we'll deep dive into geo-spatial data and how graph analytics can be used to treat this data.