+> To establish private endpoint connections in managed virtual networks using Azure Machine Learning, the workspace managed identity, whether system-assigned or user-assigned, must have permissions to approve the Private Endpoint connections on the target resources. Previously, this was done through automatic role assignments by the Azure Machine Learning service. However, there are security concerns about the automatic role assignment. To improve security, starting April 30th, 2025, we will discontinue this automatic permission grant logic. We recommend assigning the _Azure AI Enterprise Network Connection Approver_ role or a custom role with the necessary private endpoint connection permissions on the target resource types and grant this role to the Azure Machine Learning workspace's managed identity to allow Azure Machine Learning services to approve Private Endpoint connections to the target Azure resources.
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