Walton was born in Bradenton, FL, to Millard Sr. and Louise Hunter (both Pre-Deceased). He attended Lincoln Memorial High School, Gibbs Junior College, and graduated from Tennessee State University with a Bachelor of Science degree in Electrical Engineering in 1969.