CPC G06F 18/214 (2023.01) [G06N 3/0454 (2013.01); G06N 3/088 (2013.01); G06V 10/145 (2022.01); G06V 40/1318 (2022.01); G06V 40/1347 (2022.01)] | 20 Claims |
1. A system comprising:
a memory, storing first computer-executable instructions; and
one or more hardware processors to execute the first computer-executable instructions to:
acquire actual data comprising a first set of images;
determine a first plurality of triplets, wherein each triplet of the first plurality of triplets comprises at least a portion of the actual data;
generate a second plurality of triplets, wherein at least one triplet of the second plurality of triplets comprises first synthetic data;
train, at a first time and using the first plurality of triplets and the second plurality of triplets, a machine learning system that uses a first loss function, wherein the machine learning system generates recognition data that is indicative of determines an identity of a user;
determine first assessment data indicative of performance of the machine learning system trained at the first time;
based on the first assessment data, generate a first training request third plurality of triplets, wherein each triplet of the third plurality of triplets comprises second synthetic data; and
train, at a second time and using the first plurality of triplets and the third plurality of triplets, the machine learning system.
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