Throughout the 1930s, as Director of the FBI , J. Edgar Hoover advanced scientific methods of crime detection and led a “War on Crime” against many notorious criminals, including John Dillinger, “Baby Face” Nelson, Kate “Ma” Barker, Alvin “Creepy” Karpis, and George “Machine Gun” Kelly.