Maria Clara Assunção is an MSc candidate in Mechanical Engineering at the School of Mechanical Engineering at the Universidade Estadual de Campinas (FEM - UNICAMP). She is co-advised by Professor Dr. Marcos Medeiros in her dissertation, which focuses on enhancing machine learning techniques for applications in Prognostics and Health Management (PHM).