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In 2015, I obtained a master’s degree in Applied Mathemitics from the Universy of Dschang where my work focused on modelling, analyzing and smulating life cycle of Pultella Xylostella. In 2020, I completed another master’s degree in Artificial Intelligence at the African Masters of Machine intelligence (AMMI) in Rwanda, working on semi-blind inverse problems in imaging. Following this, I pursued a PhD in Statistics and machine learning at Heriot-Watt University in Edinburgh, under the supervision of Professors Marcelo Pereyra and Jean-François Giovannelli. During my doctoral studies, my work focused on developing advanced methodologies integrating statistical modelling with deep learning in a unified framework to address inverse problems in imaging.