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Eddie Bergman: Cleanup of simple_imputer (#346)
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development/_sources/examples/20_basics/example_image_classification.rst.txt

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________________________________________
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Configuration:
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image_augmenter:GaussianBlur:use_augmenter, Value: False
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image_augmenter:GaussianNoise:sigma_offset, Value: 0.34378220529402603
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image_augmenter:GaussianNoise:use_augmenter, Value: True
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image_augmenter:GaussianNoise:use_augmenter, Value: False
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image_augmenter:RandomAffine:use_augmenter, Value: False
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image_augmenter:RandomCutout:p, Value: 0.6073713136709832
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image_augmenter:RandomCutout:p, Value: 0.5876458962649975
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image_augmenter:RandomCutout:use_augmenter, Value: True
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image_augmenter:Resize:use_augmenter, Value: True
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image_augmenter:ZeroPadAndCrop:percent, Value: 0.4430360788212591
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image_augmenter:ZeroPadAndCrop:percent, Value: 0.2913850064337656
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normalizer:__choice__, Value: 'NoNormalizer'
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Fitting the pipeline...
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.. rst-class:: sphx-glr-timing
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**Total running time of the script:** ( 0 minutes 6.062 seconds)
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**Total running time of the script:** ( 0 minutes 8.272 seconds)
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.. _sphx_glr_download_examples_20_basics_example_image_classification.py:

development/_sources/examples/20_basics/example_tabular_classification.rst.txt

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.. code-block:: none
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<autoPyTorch.api.tabular_classification.TabularClassificationTask object at 0x7fc43748c250>
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<autoPyTorch.api.tabular_classification.TabularClassificationTask object at 0x7fa1ebe161c0>
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.. rst-class:: sphx-glr-timing
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**Total running time of the script:** ( 5 minutes 33.865 seconds)
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**Total running time of the script:** ( 5 minutes 41.582 seconds)
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.. _sphx_glr_download_examples_20_basics_example_tabular_classification.py:

development/_sources/examples/20_basics/example_tabular_regression.rst.txt

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.. code-block:: none
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<autoPyTorch.api.tabular_regression.TabularRegressionTask object at 0x7fc4d14de7f0>
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<autoPyTorch.api.tabular_regression.TabularRegressionTask object at 0x7fa2860e07f0>
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| 2 | None | LGBMLearner | 0.08 |
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| 3 | SimpleImputer,OneHotEncoder,StandardScaler,NoFeaturePreprocessing | no embedding,ShapedMLPBackbone,FullyConnectedHead,nn.Sequential | 0.06 |
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autoPyTorch results:
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Dataset name: 1a250723-52c8-11ec-8713-0d74af095cbd
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Dataset name: 293890d1-52ca-11ec-86ac-abb2a4e803bd
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Optimisation Metric: r2
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Best validation score: 0.8644967965917701
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Number of target algorithm runs: 24
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.. rst-class:: sphx-glr-timing
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**Total running time of the script:** ( 5 minutes 37.231 seconds)
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**Total running time of the script:** ( 5 minutes 32.482 seconds)
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.. _sphx_glr_download_examples_20_basics_example_tabular_regression.py:

development/_sources/examples/20_basics/sg_execution_times.rst.txt

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Computation times
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=================
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**11:17.159** total execution time for **examples_20_basics** files:
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**11:22.336** total execution time for **examples_20_basics** files:
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+--------------------------------------------------------------------------------------------------------------+-----------+--------+
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| :ref:`sphx_glr_examples_20_basics_example_tabular_regression.py` (``example_tabular_regression.py``) | 05:37.231 | 0.0 MB |
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| :ref:`sphx_glr_examples_20_basics_example_tabular_classification.py` (``example_tabular_classification.py``) | 05:41.582 | 0.0 MB |
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+--------------------------------------------------------------------------------------------------------------+-----------+--------+
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| :ref:`sphx_glr_examples_20_basics_example_tabular_classification.py` (``example_tabular_classification.py``) | 05:33.865 | 0.0 MB |
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| :ref:`sphx_glr_examples_20_basics_example_tabular_regression.py` (``example_tabular_regression.py``) | 05:32.482 | 0.0 MB |
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+--------------------------------------------------------------------------------------------------------------+-----------+--------+
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| :ref:`sphx_glr_examples_20_basics_example_image_classification.py` (``example_image_classification.py``) | 00:06.062 | 0.0 MB |
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| :ref:`sphx_glr_examples_20_basics_example_image_classification.py` (``example_image_classification.py``) | 00:08.272 | 0.0 MB |
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+--------------------------------------------------------------------------------------------------------------+-----------+--------+

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