Front brakes makes vibrating noise when creeping or letting go of the brake

Problem is perfectly shown in this video:

https://www.youtube.com/watch?v=t-_uEv1hW2M

How to fix this noise?
My friend has the same car same model/year but his brakes don't make this vibrating sound when creeping or slowly letting go of the brake.

Thank you.