I found from Microsoft reference that, the initial quota for the N series VMs (N series VMs offers GPU in Azure) for all subscriptions is set to 0. To increase the quota, you need to raise a request as explained in the below reference.
regional-quota-requests
Once the request is approved and changes are takes effect, you should see the GPU associated servers
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