An Azure service that is used to provision Windows and Linux virtual machines.
Actually, Microsoft is experiencing some capacity issues in the US regions, so it might happen that they are cutting available resources for sponsored subscriptions.
So this is why you are getting that error... please change the region to something different... as this is "just" a tutorial... you might use a region on a different continent.
You did nothing wrong, your script should work like you expect.