Whirring sound upon acceleration

My car now makes a “whirring” sound upon acceleration - as speed picks up, so does the pitch of the whirring.

Is your radio turned on when you hear this noise?
Is it possible that the noise is coming from the radio speakers?
If you are not sure, turn off the audio system and see if you still hear the noise.

If the sound changes while strongly steering from left to right I would suspect wheel bearing.

Will it make the noise in neutral/park or does the car have to be moving? Cold engine, warm engine?