The crime drama is set during the Great Depression with the focus on the FBI agent Melvin Purvis' attempt to stop criminals John Dillinger, Baby Face Nelson, and Pretty Boy Floyd. Christian Bale will play FBI agent Purvis, Johnny Depp will play Dillinger, and Marion Cotillard will play Dillinger's girlfriend Billie Frechette.