Open access
Aug 2026
Implementation of XGBoost and Random Forest for Coffee Raw Material Demand Prediction in E-Commerce
A marketplace-driven forecasting pipeline is developed that compares predictive models, applies temporal feature engineering, and deploys a decision-support prototype for raw material planning and was deployed in a Streamlit application to support production planning and inventory management.
Maximillian Huang, Gina Purnama Insany, Anggun Fergina
· bit-Tech · 0 citations