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BS06012/data-modeling-studio-advanced-engine

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App README

Data Modeling Studio Advanced Engine

FastAPI server for advanced model comparison used by Data Modeling Studio.

Endpoints

—GET /health
—POST /model-advice

Included model candidates

—Ridge RSM
—Local KNN
—RBF Kernel
—RSM plus RBF residual correction
—Random Forest

The engine compares candidates by validation RMSE first, then cross-validation RMSE. The recommended model should be adopted only when it improves validation error over the interpretable RSM baseline.

Local run

bash

uvicorn server:app --host 0.0.0.0 --port 7860

Docker Space

This Space uses the Docker SDK and serves FastAPI on port 7860.