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End-to-End Valuation Engine for the Indian Real Estate Market: MLOps Practice Fusing XGBoost and Deep Neural Networks

A production-grade real estate price prediction system combining XGBoost and a three-layer artificial neural network, addressing data leakage and heteroscedasticity issues, with a complete FastAPI deployment and continuous feedback mechanism

MLOpsXGBoost神经网络房地产FastAPISHAP房价预测印度机器学习生产部署
Published 2026-05-26 10:14Recent activity 2026-05-26 10:23Estimated read 1 min
End-to-End Valuation Engine for the Indian Real Estate Market: MLOps Practice Fusing XGBoost and Deep Neural Networks
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Section 01

导读 / 主楼:End-to-End Valuation Engine for the Indian Real Estate Market: MLOps Practice Fusing XGBoost and Deep Neural Networks

Introduction / Main Floor: End-to-End Valuation Engine for the Indian Real Estate Market: MLOps Practice Fusing XGBoost and Deep Neural Networks

A production-grade real estate price prediction system combining XGBoost and a three-layer artificial neural network, addressing data leakage and heteroscedasticity issues, with a complete FastAPI deployment and continuous feedback mechanism