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Osman Manzoor Ahmed is a Senior Data Engineer at Efima Oyj, with a career spanning various roles in data engineering and machine learning. Experience includes positions as a Data Engineer and Software Engineer at Efima Oyj, as well as Machine Learning and AI Engineer at Aalto University, where Osman focused on developing a course recommendation system using machine learning. Previous roles involve Associate BI Developer at Nordic Investment Bank and Software Engineer at Confiz, where responsibilities included customizing Microsoft Dynamics AX and data analysis using Power BI. Osman holds a Master’s degree in Computer Science with a focus on Big Data from Aalto University and a Bachelor's degree in Computer Science from the University Of Central Punjab. Proficiency in tools and technologies encompasses machine learning, data visualization, SQL, and various clustering techniques, among others.