This depends on the design of the bomb. Some bombs made whistling sounds, as explained in this answerthis answer on the History site.
Another famous bomb was the so-called "Buzzbomb", aka V-1 rocket, used by the Nazis, primarily against Great Britian during WW II. It didn't whistle, but did make a loud buzzing noise.