freight-prediction

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jainanushk8 / freight-rate-prediction

LightGBM + Ridge ensemble for spot freight rate prediction. Temporal holdout validation (MAPE 6.51%, R² 0.8131). 26 engineered spatial, market & cyclical features. Includes full inference pipeline, December chart generation, and official scorer validation.

python machine-learning numpy scikit-learn pandas lightgbm logistics ensemble-model time-series-analysis regression-analysis rigid ensemble-machine-learning rigid-registration ml-pipeline optuna rate-predictions freature-engineering freight-prediction

Updated Sep 15, 2026
Python

Ashlesha1524 / Vendor-invoice-intelligence-portal

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Vendor Invoice Intelligence Portal – A Machine Learning solution for freight cost prediction and invoice approval risk detection with a Streamlit dashboard.

python machine-learning sqlite scikit-learn regression classification streamlit invoice-analysis freight-prediction