As soon as the VM agent is installed on an Azure VM, you're able to manage the local administrator password without even hitting the Windows OS itself. One way to do this is through PowerShell ... and ...

Microsoft's Azure DevTest Labs service ... Wait a few minutes for the VM to be provisioned and it should then show up in your lab. [Click on image for larger view.] Adding Lab Artifacts The ...