The students from the Department of Computer Science and Engineering at the University of Puerto Rico – Mayagüez (UPRM) worked on their Capstone project during the spring semester of 2024, developing a machine learning-based financial analysis system. This project aims to automate the categorization of bank transactions, addressing the challenges faced by a client company that manages hedge funds.