Merge pull request #249 from Blackmist/297837-fresh

freshness updates

Author: Court72

articles/ai-studio/media/data-connections/connection-add-azure-ai-search-connect.png

@@ -6,11 +6,12 @@ services: machine-learning
 ms.service: azure-machine-learning
 ms.subservice: enterprise-readiness
 ms.custom: build-2023
-ms.topic: conceptual
+ms.topic: concept-article
 ms.author: larryfr
 author: Blackmist
-ms.reviewer: aashishb
-ms.date: 09/13/2023
+ms.reviewer: meerakurup
+ms.date: 09/12/2024
+# Customer Intent: As an admin, I want to understand how to secure Azure Machine Learning resources and workflows so that I can comply with my organization's security policies.
 ---
 
 # Enterprise security and governance for Azure Machine Learning
@@ -58,7 +59,7 @@ We don't recommend that admins revoke the access of the managed identity to the
 >
 > If your workspace has an attached AKS cluster, and it was created before May 14, 2021, _do not delete this Microsoft Entra account_. In this scenario, you must delete and re-create the AKS cluster before you can delete the Microsoft Entra account.
 
-You can provision the workspace to use a user-assigned managed identity, and then grant the managed identity additional roles. For example, you might grant a role to access your own Azure Container Registry instance for base Docker images.
+You can provision the workspace to use a user-assigned managed identity, and then grant the managed identity other roles. For example, you might grant a role to access your own Azure Container Registry instance for base Docker images.
 
 You can also configure managed identities for use with an Azure Machine Learning compute cluster. This managed identity is independent of the workspace managed identity. With a compute cluster, the managed identity is used to access resources such as secured datastores that the user running the training job might not have access to. For more information, see [Use managed identities for access control](how-to-identity-based-service-authentication.md).
 
@@ -123,10 +124,8 @@ Azure Machine Learning has several inbound and outbound network dependencies. So
 
 For more information on Azure Policy, see the [Azure Policy documentation](/azure/governance/policy/overview). For more information on the policies that are specific to Azure Machine Learning, see [Audit and manage Azure Machine Learning](how-to-integrate-azure-policy.md).
 
-## Next steps
+## Related content
 
 * [Azure Machine Learning best practices for enterprise security](/azure/cloud-adoption-framework/ready/azure-best-practices/ai-machine-learning-enterprise-security)
-* [Use Azure Machine Learning with Azure Firewall](how-to-access-azureml-behind-firewall.md)
 * [Use Azure Machine Learning with Azure Virtual Network](how-to-network-security-overview.md)
-* [Encrypt data at rest and in transit](concept-data-encryption.md)
 * [Build a real-time recommendation API on Azure](/azure/architecture/reference-architectures/ai/real-time-recommendation)