freight-prediction

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

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.

End-to-end ML system for vendor invoice intelligence, featuring freight cost prediction and automated invoice risk flagging.