Units_of_Measure_Harmonization-intelligence-platform
The Units of Measure Harmonization Intelligence Platform is a production-grade machine learning system designed to automate the detection and correction of Unit of Measure errors in manufacturing and procurement data. Built on KNIME Analytics Platform 4.5 or higher, the system achieves 88 to 92 percent accuracy with 94 percent operational autonomy. It addresses critical issues such as order fulfillment disasters, inventory chaos, supply chain disruptions, financial losses, and compliance violations caused by misplaced decimals or incorrect units. The platform utilizes an ML classification engine powered by XGBoost with over 60 engineered features and processes up to 3,300 records per minute. It incorporates NIST-compliant physics-based validation rules and a Q-learning reinforcement learning agent for high-level automation. A key feature is the interactive visual dashboard integrated directly into the workflow, which provides real-time error detection, confidence scoring, auto-correction tracking, root cause