Today I have noticed that a new button for the directory and subscription filter added in the Azure Portal. It was the need of the hour otherwise browsing through multiple subscription was becoming pain for the MS Admins. Kudos to the design team for considering the feedback from the community.
Here is the screen shot.
Once you click this button you will get a drop down as below.