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EDA & Classic ML
Housing Valuation Engine
Production ML app — Ames Iowa + Delhi NCR price prediction
Production real estate prediction portal: a log-transformed LassoCV model for Ames, Iowa with SHAP attributions and MRM diagnostics, and per-region Gradient Boosting for Delhi NCR (Gurgaon, Noida, Delhi) with a Folium map and Buy/Rent toggle.
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How it was built
Housing Valuation Engine, from first question to shipped.
StatusShippedall stages complete
Stages4 / 4frame to ship
Headline2markets: Ames, Iowa and Delhi NCR
Frame Passed
- Production real-estate prediction portal
Build Passed
- Log-transformed LassoCV model for Ames, Iowa
- Per-region Gradient Boosting for Delhi NCR (Gurgaon, Noida, Delhi)
Validate Passed
- SHAP attributions
- MRM diagnostics
Ship Passed
- Streamlit app
- Folium map and a Buy/Rent toggle