I have been dedicated to researching innovative materials and construction systems since the beginning of my journey as a civil engineer. I have finished my master degree in Brasilia University (UnB), where I'm currently a PhD student under the theme: Concrete Precast Sandwich Panels (PCSP's). My recent investigations on the subject consist of applying ML (Machine Learning) to fit equations for mechanical response of PCSP's under axial load and using finite element models to understand this structural component behavior.