Initially studied engineering at the University of Pennsylvania, eventually taking up violin and trombone and playing in campus bands. Weems formed his own band in 1923, eventually moved to Chicago and signed an exclusive contract with the Music Corporation of America, gaining him nationwide exposure. Most popular in the Midwest, he reached his peak in the 1930's with a million-selling record of "Heartaches" (for Decca).