He learned to play piano and guitar when he was a child and he formed several bands while in high school. He dropped out a few times because he was preoccupied with his music career. Radke started the band Escape the Fate in 2004 together with Max Green, Bryan Money, Robert Ortiz, and Omar Espinosa.