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articles/data-factory/transform-data-using-machine-learning.md

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[!INCLUDE[ML Studio (classic) retirement](../../includes/machine-learning-studio-classic-deprecation.md)]
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> [!NOTE] Since Machine Learning Studio (classic) resources can no longer be created after 1 Dec, 2021, users are encouraged to use [Azure Machine Learning](https://azure.microsoft.com/services/machine-learning/) with the [Machine Learning Execute Pipeline activity](transform-data-machine-learning-service.md) rather than using the Batch Execution activity to execute Machine Learning Studio (classic) batches.
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> [!NOTE]
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> Since Machine Learning Studio (classic) resources can no longer be created after 1 Dec, 2021, users are encouraged to use [Azure Machine Learning](https://azure.microsoft.com/services/machine-learning/) with the [Machine Learning Execute Pipeline activity](transform-data-machine-learning-service.md) rather than using the Batch Execution activity to execute Machine Learning Studio (classic) batches.
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[ML Studio (classic)](https://azure.microsoft.com/documentation/services/machine-learning/) enables you to build, test, and deploy predictive analytics solutions. From a high-level point of view, it is done in three steps:
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articles/data-factory/update-machine-learning-models.md

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[!INCLUDE[ML Studio (classic) retirement](../../includes/machine-learning-studio-classic-deprecation.md)]
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> [!NOTE] Since Machine Learning Studio (classic) resources can no longer be created after 1 Dec, 2021, users are encouraged to use [Azure Machine Learning](https://azure.microsoft.com/services/machine-learning/) with the [Machine Learning Execute Pipeline activity](transform-data-machine-learning-service.md) rather than using the Update Resource activity to update Machine Learning Studio (classic) models.
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> [!NOTE]
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> Since Machine Learning Studio (classic) resources can no longer be created after 1 Dec, 2021, users are encouraged to use [Azure Machine Learning](https://azure.microsoft.com/services/machine-learning/) with the [Machine Learning Execute Pipeline activity](transform-data-machine-learning-service.md) rather than using the Update Resource activity to update Machine Learning Studio (classic) models.
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This article complements the main Machine Learning Studio (classic) integration article: [Create predictive pipelines using Machine Learning Studio (classic)](transform-data-using-machine-learning.md). If you haven't already done so, review the main article before reading through this article.

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