2004 BMW 330Xi is Whistling at Me

My 2004 BMW 330Xi is making a whistling noise when I take off. I don’t notice it at a high rate of speed. The only time I notice it is when my window is rolled down, and I am just starting to go. I think it makes this noise more in the mornings, but I cannot be certain.

Please advise.