Hi 김은경,
Greetings & Welcome to Microsoft Q&A forum! Thanks for posting your query!
The error you are encountering while deploying a real-time endpoint in your Azure for Students account typically occurs because the required resource provider, such as Microsoft.MachineLearningServices, is not registered in your subscription.
To resolve this, go to the Azure Portal, navigate to your subscription under the Subscriptions menu, and check the Resource Providers section. Ensure that Microsoft.MachineLearningServices, along with other essential providers like Microsoft.Storage, Microsoft.Network, and Microsoft.Compute, is registered.
Additionally, Azure for Students accounts have limited quotas, which may cause the automatic adjustment of virtual machine (VM) size during deployment.
Check your subscription’s Usage + quotas to confirm that the VM size (e.g., Standard_F4s_v2) and the number of instances you selected align with your quota. If not, select a smaller VM size like Standard_D2as_v4 or Standard_B2s, reduce the number of instances to 1, and recreate the endpoint.
If issues persist, contacting Azure support through the Help + Support section of the Azure Portal, providing them with your subscription details.
Hope this helps. Do let us know if you have any further queries.
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