CPC G06N 7/01 (2023.01) [G06F 18/214 (2023.01); G06F 18/217 (2023.01); G06N 20/00 (2019.01)] | 20 Claims |
1. A system comprising:
one or more processors;
memory in electronic communication with the one or more processors; and
instructions stored in the memory, the instructions being executable by the one or more processors to:
train a model on a set of labeled training examples using cross-validation, the set of labeled training examples having a size;
determine that the model does not satisfy an accuracy target;
determine a geometric step size for increasing the size of the set of labeled training examples;
increase the size of the set of labeled training examples to a new size based on the geometric step size;
generate labels for the additional training examples needed to increase the size of the set of labeled training examples to the new size;
add the additional training examples and the generated labels to the set of labeled training examples; and
train the model on the set of labeled training examples using cross-validation.
|