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Smart training and smart deployment of machine learning models

Grant US12596940B2 Kind: B2 Apr 07, 2026

Assignee

GE Precision Healthcare LLC

Inventors

Sidharth Abrol, Aanchal Mongia, Abhijit Patil

Abstract

Systems/techniques that facilitate smart training and smart deployment of machine learning models are provided. In various embodiments, a system can access a first set of data candidates that are available for training of a machine learning model. In various aspects, the system can compute at least one feature distribution of the first set of data candidates. In various instances, the system can identify, in the first set of data candidates, a strict subset of data candidates, wherein at least one feature distribution of the strict subset of data candidates matches the at least one feature distribution of the first set of data candidates. In various cases, the system can train the machine learning model on the strict subset of data candidates.

CPC Classifications

G06N 5/041 G06N 20/00 G06N 3/08 G06N 3/04 G06F 17/18

Filing Date

2022-02-23

Application No.

17652236

Claims

20