 Born in Santa Maria, California, Whitfield was the daughter of Vernon Edwards and Eleanor Smith Edwards.She studied at Pasadena City College and received a music degree from San Francisco State University.Her fondness for the American standards genre of songs began as a child, when she found her mother's old sheet music and began playing the songs on a piano and singing them.