End-to-End House Price Prediction System (ML + Full-Stack)
MatthewLiu
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Developed a production-ready machine learning system for real estate price prediction using structured and geospatial data.
- Built advanced regression models (XGBoost, LightGBM, Deep Neural Networks) to predict housing prices with high accuracy
- Performed extensive feature engineering including location encoding, geospatial clustering, and time-series trend extraction
- Designed scalable data pipelines for preprocessing large datasets (millions of records)
- Deployed models using FastAPI and Docker with real-time inference APIs
- Integrated frontend dashboard for visualization using React