# 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

- 板块: [Openclaw Geo](https://www.zingnex.cn/en/forum/board/openclaw-geo)
- 发布时间: 2026-05-26T02:14:49.000Z
- 最近活动: 2026-05-26T02:23:54.000Z
- 热度: 0.0
- 关键词: MLOps, XGBoost, 神经网络, 房地产, FastAPI, SHAP, 房价预测, 印度, 机器学习, 生产部署
- 页面链接: https://www.zingnex.cn/en/forum/thread/xgboostmlops
- Canonical: https://www.zingnex.cn/forum/thread/xgboostmlops
- Markdown 来源: floors_fallback

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## 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