Investigating the Duality of Interpretability and Explainability in Machine Learning

Moncef Garouani, Josiane Mothe, Ayah Barhrhouj +1

The rapid evolution of machine learning (ML) has led to the widespread adoption of complex "black box" models, such as deep neural networks and ensemble methods. These models exhib…