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Do Huynh is a skilled freelance Machine Learning Engineer at beta.gouv.fr since October 2022, focusing on simulating human-like recognition capabilities in machines. Do serves as an Algorithm and Python instructor at EFREI Paris and an AI Gen Engineer at IEA de Paris. Additionally, Do has contributed as a Machine Learning Engineer for JeVeuxAider.gouv.fr, developing features to enhance user experience and volunteer engagement. Previous roles include Director at Les Détritivores, managing a cooperative dedicated to composting and social inclusion, and Director at Carton Plein 75, where efforts were made toward social and professional reintegration through recycling initiatives. Do also has extensive experience in training and engineering through various positions at organizations such as SIIM94, FNAB, and Sopra Steria. Educational background includes degrees in Computer Science from Université de Technologie de Compiègne and advanced studies in Machine Learning and culinary arts.