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Walid ERRAY, PhD, currently serves as the Head of Artificial Intelligence Innovation & Partnerships and previously held leadership roles in Data Science at Groupe Crédit Agricole since January 2016, overseeing various teams and projects while managing the Business and Innovation roadmap. Prior to this, Walid ERRAY worked at ArcelorMittal as an R&D Manager in Data Science, where management of a multidisciplinary Data Science program was key, and also held positions at TOTAL R&D and Orange focused on innovative data solutions and machine learning applications. Academic credentials include a Doctor of Philosophy in Mathematics and Computer Science from INSA Lyon and ongoing executive education programs in management and business administration from various prestigious institutions. Additionally, Walid ERRAY served as an Invited Professor at Université de Lorraine, teaching subjects related to Data Science and Machine Learning.