Pipeline

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Insaf edited this page Mar 16, 2016 · 5 revisions

Pipeline

The pipeliine object offers a way to concatenate many of the objects in this module in a easy, pain-free way.

Example usage:

from UnbalancedDataset import TomekLinks, UnderSampler, SVM_SMOTE, Pipeline 
x, y = ... (your data set)
pip = Pipeline(x, y)
my_pipeline = [TomekLinks(), SVM_SMOTE(svm_args = {'class_weight' = 'auto'}), UnderSampler(ratio = 2)]
x', y' = pip.pipeline(my_pipeline)