Machine learning has transformed the landscape of supply chain management by enabling predictive analytics and proactive risk mitigation. The integration of machine learning in supply chain prediction and risk management is grounded in its capability to process large volumes of diverse data, discern intricate patterns, and generate actionable insights with a speed and accuracy unattainable