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Merge pull request #227674 from dem108/patch-16
Remove limitation for online endpoint
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articles/machine-learning/concept-data-encryption.md

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ms.author: jhirono
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author: jhirono
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ms.reviewer: larryfr
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ms.date: 12/20/2022
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ms.date: 03/07/2023
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---
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# Data encryption with Azure Machine Learning
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Each virtual machine also has a local temporary disk for OS operations. If you want, you can use the disk to stage training data. If the workspace was created with the `hbi_workspace` parameter set to `TRUE`, the temporary disk is encrypted. This environment is short-lived (only during your job,) and encryption support is limited to system-managed keys only.
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Managed online endpoint and batch endpoint use machine learning compute in the backend, and follows the same encryption mechanism.
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**Compute instance**
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The OS disk for compute instance is encrypted with Microsoft-managed keys in Azure Machine Learning storage accounts. If the workspace was created with the `hbi_workspace` parameter set to `TRUE`, the local OS and temporary disks on compute instance are encrypted with Microsoft managed keys. Customer managed key encryption is not supported for OS and temporary disks.
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articles/machine-learning/how-to-setup-customer-managed-keys.md

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* Resources managed by Microsoft in your subscription can’t transfer ownership to you.
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* You can't delete Microsoft-managed resources used for customer-managed keys without also deleting your workspace.
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* The key vault that contains your customer-managed key must be in the same Azure subscription as the Azure Machine Learning workspace.
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* Workspace with customer-managed key doesn't currently support v2 online endpoint and batch endpoint.
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* OS disk of machine learning compute can't be encrypted with customer-managed key, but can be encrypted with Microsoft-managed key if the workspace is created with `hbi_workspace` parameter set to `TRUE`. For more details, see [Data encryption](concept-data-encryption.md#machine-learning-compute).
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* Workspace with customer-managed key doesn't currently support v2 batch endpoint.
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> [!IMPORTANT]
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> When using a customer-managed key, the costs for your subscription will be higher because of the additional resources in your subscription. To estimate the cost, use the [Azure pricing calculator](https://azure.microsoft.com/pricing/calculator/).

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