HDL Cholesterol Prediction

Predicting HDL Cholesterol using Machine Learning & Deep Learning

Rolando Vargas, Eleniz Espina, Bryce Leister | University of Miami | MAS 635

Machine Learning Deep Learning Healthcare Python Quarto

This project predicts HDL (High-Density Lipoprotein) cholesterol levels using demographic, dietary, behavioral, and body measurement variables from the NHANES dataset. We implement and compare 7 baseline ML models and 2 deep learning architectures.

📊 Presentation


HDL Cholesterol Prediction

📓 Notebooks


Analysis Notebooks

📁 Data


Dataset

Outputs

📚 Documentation


Project Resources