Car Insurance Premium Analytics
Stacking ensemble achieving 99.78% R² accuracy with real-time premium prediction and explainable AI
Technology Stack
ROI
Premium pricing automation
Accuracy
99.78% R² (Stacking Linear)
Key Performance Indicators
Business Impact Summary
| Return on Investment | Premium pricing automation |
| Model Accuracy | 99.78% R² (Stacking Linear) |
| RMSE | 0.272 |
| MAE | 0.201 |
| Models Compared | XGBoost, LightGBM, CatBoost, Stacking |
Overview
Advanced ML platform for car insurance premium prediction using stacking ensemble achieving 99.78% R² accuracy. Features smart calculator, what-if analysis, real-time model comparison, and explainable AI for transparent pricing decisions.
Live Demo
Live Demo
Interactive Streamlit application
Car Insurance Premium Analytics Demo
Click below to load the interactive demo
This is a live, interactive demo deployed on Streamlit Cloud. You can:
- •Upload your own data for predictions
- •Explore model performance metrics
- •View interactive visualizations
- •Understand model predictions with explainability
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