Walter was born and raised in Chicago, Illinois where he studied at the American Conservatory of Music, the Chicago Academy for the Arts, University of Illinois at Chicago, DePaul University and the School of the Art Institute of Chicago. He was in a string quartet with his siblings and toured the US and played at the Cultural Center of the Philippines in Manila with Cecile Licad.