UiPath Inc.
ARTIFICIAL INTELLIGENCE / MACHINE LEARNING MODEL DRIFT DETECTION AND CORRECTION FOR ROBOTIC PROCESS AUTOMATION

Abstract:

Artificial intelligence (AI)/machine learning (ML) model drift detection and correction for robotic process automation (RPA) is disclosed. Information is analyzed pertaining to input data for an AI/ML model to determine whether data drift has occurred, analyze information pertaining to results from execution of the AI/ML model to determine whether model drift has occurred, or both. When, based on the analysis of the information, a change condition is found, a change threshold is met or exceeded, or both, the AI/ML model is retrained. The retrained AI/ML model may then be deployed to provide better predictions on real world data.