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.
Once the request is approved and changes are takes effect, you should see the GPU associated servers
--please don't forget to
Accept as answer if the reply is helpful--