Cold Air Intake Noise

Alright, when I am slightly and slowly accelerating my intake makes a "whistling noise". If I give it a lot of gas it doesnt make the noise and if I press on the gas really fast it almost sounds like it is sucking for air for a second. I have heard others say they have this problem. Has anyone heard about this? Could it be the the filter or what? I just want to get this fixed because the whistling noise is really annoying and I know it shouldn't be doing it.

The noise is kind of like a "seeeeeeeee" whistling noise. Please help me if you can. Thanks