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FI new function for users #1822
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Added file user_utils.py Created tests Changed exceptions in feature importance calculation
nirhutnik
added
documentation
modification of the documentation / readme's
feature
Feature update or code change to the package
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Jul 25, 2022
Nadav-Barak
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Jul 26, 2022
Nadav-Barak
reviewed
Jul 26, 2022
can you give a better name for the pr? |
JKL98ISR
reviewed
Jul 26, 2022
finished dosctring
Added paragraph in feature_importance.rst
JKL98ISR
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Jul 26, 2022
Nadav-Barak
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Looks good!
Additional suggestion: maybe show case this option in some places in docs (specifically plots that calculate FI multiple times), see comment in board issue
ItayGabbay
approved these changes
Jul 26, 2022
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Labels
documentation
modification of the documentation / readme's
feature
Feature update or code change to the package
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Closes #1757
Added function calculate_feature_importance in new file tabular/user_utils.py for users to use.
Changed the warnings for force_permutation=True so they will fail the process and we won't continue to built-in feature importance.
Added paragraph in feature_importance.rst.
NOTE!
Changed behavior of calculate_feature_importance in features.py - Now if force_permutation=True, and it fails to calculate permutation importance, the function raises an error (previous behavior skipped and tried model built-in importance, which is not intuitive and doesn't make sense IMO).