"Deep in My Heart" was the final film in a series of four MGM biopics based on the lives of composers, which included "Till the Clouds Roll By" (Jerome Kern, 1946), "Words and Music" (Rodgers and Hart, 1948), and "Three Little Words" (Kalmar and Ruby, 1950).