Quality Data Extractor
Project description
Quality Data Extractor
QDE lets you extract the quality data from a generated data set.
- Get a relatively smaller data set
- Generate new automated samples of it using any generative model.
- Pass both the sets into qde and get filtered combined data.
How to use qde
Fit training, generated and test data into qde
qde_obj = qde.quality_data_extractor()
qde_obj.fit(train_set, new_set, test_set)
Get accuracy of unfiltered combined data
qde_obj.get_accuracy()
Get filtered data along with its accuracy using method 1
comb_data_1, accuracy_1 = qde_obj.get_combined_data(recipe=0)
Get filtered data along with its accuracy using method 2
comb_data_2, accuracy_2 = qde_obj.get_combined_data(recipe=1)
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