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This issue is based on the following comment:
could we use a Pipeline instead of get_dummies? See #649
Originally posted by @adrinjalali in #614 (comment)
Using a Pipeline with all the preprocessing steps is cleaner and a better practice. However, we currently can't pass a Pipeline to mitigation techniques since they run check_X_y internally. If there are preprocessing steps, they are not executed before this check and we get a failure.
Goals
- use
Pipelinein examples, tests, etc. (we have several places withget_dummieswhich are almost identical - fix mitigation technique behavior to work with
Pipelines that include preprocessing steps - stretch goal (perhaps out of scope for the initial PR): make it possible to pass our mitigation techniques to
Pipelines.
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