METHOD AND DEVICE FOR CREATING AND TRAINING MACHINE LEARNING MODELS

• Main Authors: GUPTA, MRINAL, KADAM, KARTIK NIVRITTI, KUMAR, AMIT, BALARAMAN, MRIDUL, SINGH, MADHUSUDAN, SINGH, BHUPINDER, SURESH, VIDYA
• Format: Patent
• Language: English
• Published: 06.01.2022
• Subjects: CALCULATING; COMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS; COMPUTING; COUNTING; HANDLING RECORD CARRIERS; PHYSICS; PRESENTATION OF DATA; RECOGNITION OF DATA; RECORD CARRIERS

A method and a device for creating and training machine learning models is disclosed. In an embodiment, a method for training a machine learning model for identifying entities from data includes creating a first plurality of clusters from a first plurality of data samples in a first dataset and a second plurality of clusters from a second plurality of data samples in a second dataset. The method further includes determining a rank for each of the first plurality of clusters and a rank for each of the second plurality of clusters. The method includes retraining the machine learning model using at least one of the first plurality of clusters weighted based on the rank determined for each of the first plurality of clusters and at least one of the second plurality of clusters weighted based on the rank determined for each of the second plurality of clusters.