 Sherwood married Dorothy Virginia Gumm, the sister of Judy Garland, and worked as a bandleader for Garland during sessions at Decca Records.He started a big band that included Dave Pell and Kitty Kallen and signed with Capitol Records.The band's first single, "The Elk's Parade", was a million seller.