Model Transparency and Interpretability : Survey and Application to the Insurance Industry

no code implementations • 1 Sep 2022 • Dimitri Delcaillau, Antoine Ly, Alize Papp, Franck Vermet

The use of models, even if efficient, must be accompanied by an understanding at all levels of the process that transforms data (upstream and downstream).

Interpretabilité des modèles : état des lieux des méthodes et application à l'assurance

no code implementations • 25 Jul 2020 • Dimitri Delcaillau, Antoine Ly, Franck Vermet, Alizé Papp

Models users must ensure that models do not discriminate against and that it is also possible to explain its result.