Patent · US Active

Machine learning model retraining pipeline for robotic process automation

US12321823B2 · kind B2 · utility

0Cited by
7References
20Claims
0Family size

Assignee

Inventors

Key dates

Filing dateApr 30, 2020
Grant dateJun 3, 2025
Priority date
Expiry dateDec 18, 2041

Classification

  • Technology area (CPC G)Physics
  • CPC primaryG06N5/02
  • WIPO fieldComputer technology
  • WIPO sectorElectrical engineering

Abstract

A machine learning (ML) model retraining pipeline for robotic process automation (RPA) is disclosed. When an ML model is deployed in a production or development environment, RPA robots send requests to the ML model when executing their workflows. When a confidence level of the ML model falls below a certain confidence, training data is collected, potentially from a large number of computing systems. The ML model is then trained using at least in part the collected training data, and a new version of the ML model is deployed.

Source: USPTO / EPO open patent data. Objective bibliographic and citation counts.