Sounds like Sakumar and I have the same experience. But most others do not. Perhaps it varies from vehicle to vehicle and we both ended up with noisy ones.
The odd thing is that my husband, who drives a BMW, doesn't find the whine bothersome at all. He feels it is useful feedback that the regenerative system is working and it makes him feel virtuous.
Yes, I know that the owner's manual says that noise from the brakes is not indicative of a problem. But they are talking about a mechanical problem. I don't think the car has a mechanical problem I just think the sound is unpleasant. Otherwise I love the car.
So I guess I'll drive it for a while and see if the noise gets fainter (or that I get used to it). If not I'll bring it up at my first service and see if there are any adjustments that can be made.