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Ayoub Rihi is a PhD candidate and researcher at MAScIR - Moroccan Foundation for Advanced Science, Innovation, and Research since February 2021, focusing on Smart Mining within the Alqualsadi research team at the ADMIR Lab. Prior experience includes a role as a Data Science Junior Researcher at ENSIAS where Ayoub contributed to a master thesis on AI techniques for fraud detection in the banking sector. Previous positions also include software engineering at WorkincWeb, developing an eCommerce website using Symfony3 and MySQL, and serving as a full-stack developer for Women in the City, creating another eCommerce site. Educational qualifications include a Master of Research in Data Science & Big Data from ENSIAS, a Bachelor of Science and Technology in Mathematics and Computer Science from FST Settat, and a DUT in Computer Engineering from Ecole Nationale des Sciences Appliquées de Berrechid.