US 11,907,336 B2 · Visual labeling for machine learning training

Abstract

Systems, methods, and computer-readable media are disclosed for visual labeling of training data items for training a machine learning model. Training data items may be generated for training the machine learning model. Visual labels, such as QR codes, may be created for the training data items. The creation of the training data item and the visual label may be automated. The visual labels and the training data items may be combined to obtain a labeled training data item. The labeled training data item may comprise a separator to distinguish the training data item from the visual label. The labeled training data item may be used for training and validation of the machine learning model. The machine learning model may analyze the training data item, attempt to identify the training data item, and compare the identification against the embedded label.

Claims20

Dependent claims

One or more non-transitory computer-readable media storing computer-executable instructions that, when executed by a processor, perform a method for machine learning training with embedded visual labels, the method comprising:

generating a plurality of training data items for training a machine learning model;
in response to generating the plurality of training data items, creating a plurality of visual labels, each visual label in the plurality of visual labels identifying a training data item of the plurality of training data items;
attaching each visual label in the plurality of visual labels to a training data item in the plurality of training data items to obtain a plurality of labeled training data items;
for each labeled training data item in the plurality of labeled training data items, defining a separator to separate the visual label from the training data item;
providing the plurality of labeled training data items to the machine learning model for training;
and
for each labeled training data item in the plurality of labeled training data items:
receiving, from the machine learning model, a classification of the training data item;
and
comparing the classification of the training data item against the visual label.

7 more elements

A system for machine learning training with embedded visual labels, comprising:

a data store;
a processor;
and
one or more non-transitory computer-readable media storing computer-executable instructions that, when executed by the processor, perform a method for machine learning training with embedded visual labels, the method comprising:
retrieving, from the data store, a training data set, the training data set comprising a plurality of training data items and a plurality of classifications for the plurality of training data items;
creating a plurality of visual labels, each visual label of the plurality of visual labels representing a classification of the plurality of classifications for the plurality of training data items;
attaching each visual label of the plurality of visual labels to a training data item of the plurality of training data items to obtain a plurality of labeled training data items;
providing the plurality of labeled training data items to a machine learning model for training;
and
for each labeled training data item of the plurality of labeled training data items:
receiving, from the machine learning model, a classification of the training data item;
and
comparing the classification against the visual label.

10 more elements

Dependencies are inferred from the claim text.

Visual labeling for machine learning training

Life of this patent

Visual labeling for machine learning training

Life of this patent

Abstract

Claims20