MANAGING A MODEL TRAINED USING A MACHINE LEARNING PROCESS

A computer implemented method of managing a first model that was trained using a first machine learning process and is deployed and used to label medical data. The method comprises determining (202) a performance measure for the first model, and if the performance measure is below a threshold perfor...

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Bibliographische Detailangaben
Hauptverfasser: ANAND, Shreya, SUSAIYAH, Allmin, Pradhap, Singh, PANDYA, Maulik, Yogeshbhai, CHAUDHURY, Sudipta, PATIL, Ravindra, BUSSA, Nagaraju
Format: Patent
Sprache:eng ; fre ; ger
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Zusammenfassung:A computer implemented method of managing a first model that was trained using a first machine learning process and is deployed and used to label medical data. The method comprises determining (202) a performance measure for the first model, and if the performance measure is below a threshold performance level, triggering (204) an upgrade process wherein the upgrade process comprises performing further training on the first model to produce an updated first model, wherein the further training is performed using an active learning process wherein training data for the further training is selected from a pool of unlabeled data samples, according to the active learning process, and sent to a labeler to obtain ground truth labels for use in the further training.