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articles/machine-learning/how-to-configure-auto-train.md

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description: Learn how to set up an AutoML training run with the Azure Machine Learning Python SDK v2 using Azure Machine Learning automated ML.
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ms.author: shoja
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author: shouryaj
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ms.reviewer: ssalgadodev
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ms.reviewer: ssalgado
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services: machine-learning
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ms.subservice: automl

articles/machine-learning/how-to-interactive-jobs.md

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services: machine-learning
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articles/machine-learning/how-to-manage-optimize-cost.md

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title: Manage and optimize costs
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titleSuffix: Azure Machine Learning
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description: Learn tips to optimize your cost when building machine learning models in Azure Machine Learning
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ms.reviewer: ssalgado
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author: joburges
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ms.custom: subject-cost-optimization, event-tier1-build-2022

articles/machine-learning/how-to-read-write-data-v2.md

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ms.date: 05/26/2022
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ms.custom: devx-track-python, devplatv2, sdkv2, cliv2, event-tier1-build-2022, ignite-2022
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#Customer intent: As an experienced Python developer, I need to read in my data to make it available to a remote compute to train my machine learning models.

articles/machine-learning/how-to-setup-mlops-azureml.md

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author: abeomor
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ms.date: 11/29/2022
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articles/machine-learning/migrate-rebuild-integrate-with-client-app.md

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ms.subservice: studio-classic
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[!INCLUDE [ML Studio (classic) retirement](../../includes/machine-learning-studio-classic-deprecation.md)]
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In this article, you learn how to integrate client applications with Azure Machine Learning endpoints. For more information on writing application code, see [Consume an Azure Machine Learning endpoint](v1/how-to-consume-web-service.md).
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In this article, you learn how to integrate client applications with Azure Machine Learning endpoints.
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This article is part of the ML Studio (classic) to Azure Machine Learning migration series. For more information on migrating to Azure Machine Learning, see [the migration overview article](migrate-overview.md).
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## Next steps
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In this article, you learned how to find schema and sample code for your pipeline endpoints. For more information on consuming endpoints from the client application, see [Consume an Azure Machine Learning endpoint](v1/how-to-consume-web-service.md).
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In this article, you learned how to find schema and sample code for your pipeline endpoints. For more information on authenticating to an endpoint, see [Authenticate to an online endpoint](how-to-authenticate-online-endpoint.md).
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See the rest of the articles in the Azure Machine Learning migration series:
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articles/machine-learning/reference-automl-images-hyperparameters.md

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articles/machine-learning/v1/reference-automl-images-hyperparameters-v1.md

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ms.date: 01/18/2022

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