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articles/machine-learning/how-to-deploy-online-endpoints.md

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# Deploy and score a machine learning model by using an online endpoint
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[!INCLUDE [cli v2](../../includes/machine-learning-cli-v2.md)]
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[!INCLUDE [sdk v2](../../includes/machine-learning-sdk-v2.md)]
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[!INCLUDE [dev v2](../../includes/machine-learning-dev-v2.md)]
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Learn how to use an online endpoint to deploy your model, so you don't have to create and manage the underlying infrastructure. You'll begin by deploying a model on your local machine to debug any errors, and then you'll deploy and test it in Azure.
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