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articles/machine-learning/concept-automated-ml.md

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+ Azure Machine Learning studio: Enable **Automatic featurization** in the **View additional configuration** section [with these steps](how-to-create-portal-experiments.md#create-and-run-experiment).
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+ Python SDK: Specifying `"feauturization": auto' / 'off' / FeaturizationConfig` for the [`AutoMLConfig` class](/python/api/azureml-train-automl-client/azureml.train.automl.automlconfig.automlconfig).
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+ Python SDK: Specifying `"feauturization": 'auto' / 'off' / 'FeaturizationConfig'` for the [`AutoMLConfig` class](/python/api/azureml-train-automl-client/azureml.train.automl.automlconfig.automlconfig).
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## Prevent over-fitting
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articles/machine-learning/how-to-configure-auto-train.md

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|Featurization Configuration | Description |
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| ------------- | ------------- |
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|"feauturization = 'FeaturizationConfig'"| Indicates customized featurization step should be used. [Learn how to customize featurization](how-to-configure-auto-train.md#customize-feature-engineering).|
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|"feauturization" = 'off'| Indicates featurization step should not be done automatically.|
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|"feauturization" = 'auto'| Indicates that as part of preprocessing, [data guardrails and featurization steps](how-to-create-portal-experiments.md#advanced-featurization-options) are performed automatically.|
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|`"feauturization":` `'FeaturizationConfig'`| Indicates customized featurization step should be used. [Learn how to customize featurization](how-to-configure-auto-train.md#customize-feature-engineering).|
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|`"feauturization": 'off'`| Indicates featurization step should not be done automatically.|
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|`"feauturization": 'auto'`| Indicates that as part of preprocessing, [data guardrails and featurization steps](how-to-create-portal-experiments.md#advanced-featurization-options) are performed automatically.|
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> [!NOTE]
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> Automated machine learning featurization steps (feature normalization, handling missing data,

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