Patent ID: 11954572
Assignee: HOME DEPOT PRODUCT AUTHORITY, LLC
Field: Computer technology (Electrical engineering)
Classification: CPC G | IPC G

Claim 0:
1. A method for machine learning-based classification, the method comprising:
generating, via a pre-trained machine learning model, respective embeddings for data points in a training data set used to pre-train the pre-trained machine learning model;
applying a clustering algorithm to the respective embeddings to generate a plurality of clusters of the embeddings;
identifying outlier embeddings from the plurality of clusters of the embeddings;
generating a reduced training data set comprising the full training data set less the data points associated with the outlier embeddings, the reduced training data set including the data points associated with embeddings in the plurality of clusters;
tuning the pre-trained machine learning model with the reduced training data set; and
applying the tuned pre-trained machine learning model to one or more data sets to classify the one or more data sets.