Collaborated with a team to develop a predictive model for in-hospital mortality using eICU data. Trained an XGBoostClassifier model acheiving an Area Under the Receiver Operating Characteristic curve (AUC-ROC) Score of 0.89288. Conducted rigorous data preprocessing, feature selection, and hyperparameter tuning. Analyzed feature importance for mortality classification.