Given that catastrophic events are rare by nature, it is difficult to prepare for them. However, artificial intelligence offers high-performing tools for modeling and simulation, and is therefore an excellent tool to design, test and optimize…

Jean-Louis Dessalles, Télécom Paris – Institut Mines-Télécom (IMT) Nearly a decade ago, in 2012, the scientific world was enthralled by the achievements of deep learning.  Three years later, this technique enabled the AlphaGo…

In recent decades, algorithms have become increasingly complex, particularly through the introduction of deep learning architectures. This has gone hand in hand with increasing difficulty in explaining their internal functioning, which has become an important issue, both legally and socially. Winston Maxwell, legal researcher, and Florence d’Alché-Buc, researcher in machine learning, who both work for Télécom Paris, describe the current challenges involved in the explainability of algorithms.