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general-linear-models

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OLS. R and Python. In this project, we study fundamental concepts of Supervised ML models, such as Regression Analysis: Coefficient of Model Adjustment (R²), Parameters Estimation ,Statistical Significance of the Model (F test, T test) ,Multiple Regression , Qualitative Explanatory Variables (X) , heteroscedasticity and etc.

  • Updated Dec 13, 2023
  • Jupyter Notebook

This project analyzes ICU sedation practices at IU Health Ball Memorial Hospital to understand why propofol infusion rates are consistently higher than at other IU Health hospitals. Using EMR-derived data, it examines patient characteristics, co-administered sedatives, and propofol outcome measures to identify drivers of high-dose use.

  • Updated Nov 8, 2025

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