Hi Arin,
Are you using the standard images in the Azure Marketplace or did you upload you own image in Azure?
If you are using the standard images, it should come by default with the desktop experience.
If you are using a self-created image, then you'll need to create a new one with the desktop experience installed on it.
Cheers,
Stephane