Italian House Price Prediction
5,000 synthetic properties · 11 cities · 4 model comparison · Gradient Boosting regressor
1
Model Performance & Dataset Overview
Test set metrics — log-transformed target, back-transformed for interpretability
2
Model Evaluation
Predicted vs actual · Residuals · Model comparison
Predicted vs Actual (€)
Model Comparison
5-fold CV R²Price Distribution
3
Feature Importance
Top 15 drivers of house price — Gradient Boosting
What drives price the most?
4
Market Analysis
Price breakdown by city, property type, and zone
Median Price by City
Median Price by Type
Median Price by Zone
Built by Matteo Aslam · Data & Business Analyst · Microsoft PL-300