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Model deployment keeps failing due to provisioning and quota issues

Talha Azmat 20 Reputation points
2025-10-12T10:44:23.66+00:00

Model deployment keeps failing due to provisioning and quota issues

Hello,

I’m facing repeated deployment failures while completing my NAVTACC AI/ML training assignment in Azure Machine Learning. Every time I try to deploy my model (real-time endpoint), the provisioning state fails even after switching regions (East US, East US 2, West Europe, South Central US) and using smaller VMs like Standard_B1ms or Standard_DS2_v2.

The portal shows “not enough quota,” but Cloud Shell shows available vCPUs. When I try to request quota, it says “Free trials are not eligible for quota adjustments.” I’ve already created new workspaces and resource groups, but the issue remains the same.

Please help me fix this issue or enable minimal quota so I can complete my NAVTACC training project.

Thank you,

Zain Azmat

NAVTACC AI/ML Trainee

Email: REDACTED

Subscription ID: REDACTED

Note:Email and sub id redacted from support side

Azure Machine Learning
Answer accepted by question author
  1. Manas Mohanty 11,700 Reputation points Microsoft External Staff Moderator
    2025-10-13T15:09:31.4366667+00:00

    Hi Talha Azmat

    You seem to be facing some constraints on free trial account. Please use below CLI commands to enlist available quota for choosing available VM quota for model deployment

    az ml compute list-usage --resource-group <your-resource-group> --workspace-name <your-workspace-name>

    Reference - https://free.blessedness.top/en-us/cli/azure/ml/compute?view=azure-cli-latest#az-ml-compute-list-usage

    If the issue persists, please share the endpoint logs in private chat.

    Reference - https://free.blessedness.top/en-us/azure/machine-learning/how-to-troubleshoot-online-endpoints?view=azureml-api-2&tabs=studio#get-container-logs

    Thank you

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  1. Talha Azmat 20 Reputation points
    2025-10-18T18:20:14.1733333+00:00

    Hello Microsoft Support,

    I am a student currently working on a project and need additional compute resources in Azure Machine Learning. Could you please increase my vCPU quota for my subscription so I can complete my assigned tasks?

    Subscription ID: df6e4b7a-3c8a-413d-9353-8afd9dc4de5d

    Thank you for your support and understanding.

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