🔴 Predicting Insurance Claim Amounts 🔴 This project analyzes the Medical Cost Personal Insurance Dataset to understand key factors influencing healthcare expenses. Through data cleaning, visualization, and feature engineering, important patterns in age, BMI, smoking, and region were uncovered.
python numpy reporting linear-regression pandas decision-trees scatter-plots heatmaps model-evaluation rmse interpretation mae label-encoding feature-encoding regression-modeling conclusions regression-assumptions ml-workflows line-plots category-comparisons
- Updated
Nov 16, 2025 - Jupyter Notebook