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Merge pull request #93504 from nibaccam/aniththa-p13
Automl | Concept update for featurization
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articles/machine-learning/service/concept-automated-ml.md

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Additional advanced preprocessing and featurization are also available, such as missing values imputation, encoding, and transforms. [Learn more about what featurization is included](how-to-create-portal-experiments.md#preprocess). Enable this setting with:
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+ Azure portal: Selecting the **Preprocess** checkbox in the **Advanced settings** [with these steps](how-to-create-portal-experiments.md).
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+ Python SDK: Specifying `"preprocess": True` for the [`AutoMLConfig` class](https://docs.microsoft.com/python/api/azureml-train-automl/azureml.train.automl.automlconfig?view=azure-ml-py).
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+ Python SDK: Specifying `"feauturization": auto' / 'off' / FeaturizationConfig` for the [`AutoMLConfig` class](https://docs.microsoft.com/python/api/azureml-train-automl/azureml.train.automl.automlconfig?view=azure-ml-py).
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## Time-series forecasting

articles/machine-learning/service/how-to-set-up-training-targets.md

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titleSuffix: Azure Machine Learning
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description: Configure the training environments (compute targets) for machine learning model training. You can easily switch between training environments. Start training locally. If you need to scale out, switch to a cloud-based compute target.
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services: machine-learning
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author: heatherbshapiro
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ms.author: hshapiro
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author: rastala
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ms.author: roastala
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ms.reviewer: sgilley
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ms.service: machine-learning
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ms.subservice: core

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