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Stellar Object Classification

Year2026
FocusPython
Links
stellar-prediction-api

The Vision

A FastAPI and Streamlit classifier for GALAXY, QSO, and STAR observations using a tuned XGBoost-LightGBM ensemble.

Feature engineering turns SDSS-style photometry into colour indices, redshift transforms, magnitude statistics, and interaction features before the tuned ensemble predicts the object class.

Stack

PythonLightGBMXGBoostFastAPIStreamlit