Guillaume Perrin received the degree from Ecole Polytechnique, Ecole Polytechnique, and Ecole Nationale des Ponts et Chausses, Marne-la-Vallée, France, in 2010, the Ph.D. degree in mechanics from the University of Paris-Est, Champs-sur-Marne, France, in 2013, and the habilitation degree to direct research in mathematics from the University Paris-Sud, Orsay, France, in 2019. From 2013 to 2020, he was a Research Scientist at CEA (French Atomic Agency), and since 2020, he has been a Research Director at the IMSE laboratory of the COSYS Department Gustave Eiffel University, Paris, France. His work has been valorized in the framework of several research projects mainly concerning the validation of AI-based systems, the proposal of innovative methods for monitoring, maintaining, and optimizing the performance of dynamic mechanical systems. His research interests include statistical learning, inverse problem solving in statistics and verification and validation approaches for the design and guarantee of systems under uncertainty.