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articles/machine-learning/v1/how-to-configure-auto-features.md

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@@ -3,7 +3,7 @@ title: Data featurization with automated machine learning
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titleSuffix: Azure Machine Learning
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description: Learn how to customize data featurization settings for your automated ML experiments in Azure Machine Learning.
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author: manashgoswami
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ms.author: magoswam
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ms.author: manashgoswami
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ms.reviewer: ssalgado
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services: machine-learning
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ms.service: machine-learning
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[!INCLUDE [sdk v1](../includes/machine-learning-sdk-v1.md)]
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This article explains the data featurization settings in Azure Machine Learning, and how to customize those features for [automated machine learning experiments](../concept-automated-ml.md).
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This article explains how to customize the data featurization settings in Azure Machine Learning for your [automated machine learning (AutoML) experiments](../concept-automated-ml.md).
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## Feature engineering and featurization
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Data guardrails are applied:
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- **For SDK experiments**: When the parameters `"featurization": 'auto'` or `validation=auto` are specified in your `AutoMLConfig` object.
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- **For studio experiments**: When automatic featurization is enabled.
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- **For SDK experiments**: When the parameters `"featurization": 'auto'` or `validation=auto` are specified in your `AutoMLConfig` object
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- **For studio experiments**: When automatic featurization is enabled
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You can review the data guardrails for your experiment:
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