V DURGA BHAVANI and Dr.P.JOHN PAUL 2026. An Intelligent XGBoost-Based Framework for Product Demand Forecasting Using Machine Learning. International Journal of Data Science and IoT Management System. 5, 3 (Jul. 2026), 503–509. DOI:https://doi.org/10.64751/ijdim.2026.v5.n3.1211.