Pavan Rupanguntla presents a machine learning framework to refine credit line assignment process.Machine learning technology improves segmentation accuracy and risk prediction in credit line assignment.The framework utilizes clustering algorithms to categorize customers based on their credit behavior.Dynamic credit line assignments based on real-time data analysis offer greater adaptability and operational efficiency.