Revamping the HDB Price Predictor
A practical deep dive into revamping a Singapore HDB price predictor into a fully client-side ML application, adding a private non-landed property model, chronological validation, and separate historical/comparable and forward-projection modes. The post covers XGBoost, feature engineering, MRT proximity, project-level pricing signals, browser-based inference, and the assumptions behind index-adjusted forecasts.
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