BUILDING AND MANAGING ARTIFICIAL INTELLIGENCE FLOWS USING LONG-RUNNING WORKFLOWS FOR ROBOTIC PROCESS AUTOMATION

Using long-running workflows with artificial intelligence flows to manage the training/retraining lifecycle of artificial intelligence (AI) / machine learning (ML) models is disclosed. Validation may be desired when an AI/ML model is called by a robotic process automation (RPA) robot executing the l...

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Bibliographic Details
Main Authors Singh, Prabhdeep, McGonnell, Anton, Hidalgo, Marco Alban
Format Patent
LanguageEnglish
French
German
Published 15.11.2023
Subjects
CALCULATING
COMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS
COMPUTING
COUNTING
ELECTRIC DIGITAL DATA PROCESSING
PHYSICS
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Summary:Using long-running workflows with artificial intelligence flows to manage the training/retraining lifecycle of artificial intelligence (AI) / machine learning (ML) models is disclosed. Validation may be desired when an AI/ML model is called by a robotic process automation (RPA) robot executing the long-running workflow. This validation includes dynamic input from users. The RPA robot receives the dynamic input from the users and uses this data for training a replacement AI/ML model or retraining the called AI/ML model. The state of the long-running workflow may be preserved, both in training and serving. Long-running workflows may be used to keep track of where the current execution is in the ML model lifecycle.
Bibliography:Application Number: EP20220203312