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category-comparisons

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Abdullah321Umar / DevelopersHub-DataScience-Analytics_Internship-TASK1

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🔴 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

Lwewaw123 / DevelopersHub-DataScience-Analytics_Internship-TASK1

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🔍 Predict insurance claim costs using data analytics and machine learning to reveal insights about healthcare expenses and improve accuracy in predictions.

processing numpy linear-regression exploratory-data-analysis eda pandas data-visualization seaborn matplotlib standardization scatter-plots data-cleaning model-evaluation rmse feature-encoding ml-workflows line-plots category-comparisons
  • Updated Dec 16, 2025
  • Jupyter Notebook

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