Cardoso is a machine learning researcher and software engineer with a Master’s degree in Computer Science from the University of Waterloo. His work spans legal NLP, cloud infrastructure, and mobile app development, with a focus on applying machine learning to real-world problems. He is the lead developer of Chosen, a mobile app designed to facilitate meaningful long-term relationships, and has experience deploying scalable backend systems using Google Cloud. Cardoso’s thesis, On Classifying the Outcomes of Legal Motions, explores predictive modeling of legal decisions using traditional and deep learning approaches. He combines academic rigor with entrepreneurial drive, building products that merge research insights with user-centric design.