This repository includes an optimized XGBoost Classifier and necessary files to build the webpage for a usable interface. The interface, utilizing the trained model, takes input of a neonate's gestation age, postnatal age, creatinine, and birth weight, and produces one of five predicted outcomes/suggestions of the treatment for the patient.