That's nothing to worry about. It's the wind whistling over the surface of the airplane.

Just be careful about the high speed dives. In all likelihood you will experience a phenomenon called "flutter" if you try a high speed dive under full power. The control surfaces will actually start to buzz, and will fall off the plane in midair!