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PowerTransformer, QuantileTransformer and KernelCenterer #4755

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merged 9 commits into from
Sep 11, 2022
Merged

PowerTransformer, QuantileTransformer and KernelCenterer #4755

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4745ed7
PowerTransformer and QuantileTransformer
viclafargue May 24, 2022
67d5576
Merge branch 'branch-22.06' into power-and-quantile-transformers
viclafargue May 27, 2022
9a6286b
Finished PowerTransformer testing
viclafargue May 30, 2022
ccf4cfc
Adding KernelCenterer
viclafargue May 30, 2022
3eb0369
Merge branch 'branch-22.08' into power-and-quantile-transformers
viclafargue Jun 3, 2022
27dab01
Merge branch 'branch-22.08' into power-and-quantile-transformers
viclafargue Jul 22, 2022
02cde6e
pairwise_kernels + doc
viclafargue Jul 29, 2022
b090860
Merge branch 'branch-22.10' into power-and-quantile-transformers
viclafargue Aug 31, 2022
4753ec4
Fix KernelCenterer doc
viclafargue Aug 31, 2022
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6 changes: 6 additions & 0 deletions docs/source/api.rst
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Expand Up @@ -108,10 +108,16 @@ Other preprocessing methods (Single-GPU)
:members:
.. autoclass:: cuml.preprocessing.KBinsDiscretizer
:members:
.. autoclass:: cuml.preprocessing.KernelCenterer
:members:
.. autoclass:: cuml.preprocessing.MissingIndicator
:members:
.. autoclass:: cuml.preprocessing.PolynomialFeatures
:members:
.. autoclass:: cuml.preprocessing.PowerTransformer
:members:
.. autoclass:: cuml.preprocessing.QuantileTransformer
:members:
.. autoclass:: cuml.preprocessing.SimpleImputer
:members:
.. autofunction:: cuml.preprocessing.add_dummy_feature
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9 changes: 7 additions & 2 deletions python/cuml/_thirdparty/sklearn/preprocessing/__init__.py
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Expand Up @@ -4,9 +4,13 @@


from ._data import Binarizer
from ._data import KernelCenterer
from ._data import MinMaxScaler
from ._data import MaxAbsScaler
from ._data import Normalizer
from ._data import PolynomialFeatures
from ._data import PowerTransformer
from ._data import QuantileTransformer
from ._data import RobustScaler
from ._data import StandardScaler
from ._data import add_dummy_feature
Expand All @@ -16,7 +20,8 @@
from ._data import robust_scale
from ._data import maxabs_scale
from ._data import minmax_scale
from ._data import PolynomialFeatures
from ._data import power_transform
from ._data import quantile_transform

from ._imputation import SimpleImputer
from ._imputation import MissingIndicator
Expand Down Expand Up @@ -57,8 +62,8 @@
'maxabs_scale',
'minmax_scale',
'label_binarize',
'quantile_transform',
'power_transform',
'quantile_transform',
'make_column_selector',
'make_column_transformer'
]