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Ayoub TAHIRI is an experienced data scientist and researcher with a strong background in artificial intelligence and data optimization. Currently serving as Responsable Scientifique et Data at MEDIATRANSPORTS since September 2019, TAHIRI has developed real-time ETL systems and predictive deep learning models for traffic estimation in transportation hubs. Prior experience includes a doctoral research role at CACG focusing on water release optimization algorithms and a visiting researcher position at Ohio University, where TAHIRI developed fluid transport simulations. Additionally, TAHIRI has contributed to academia as a part-time lecturer in algorithmics and computer science at École Nationale d'Ingénieurs de Tarbes. TAHIRI holds a Ph.D. in Computer Science and Automation from Toulouse INP, complemented by a Master of Science from Centrale Nantes and an engineering degree from École Hassania des Travaux Publics.