Raised by parents who are both classical musicians, Peter began studying violin and piano at age three. After graduating from high school, Peter received the Presidential Scholar in the Arts award from President Reagan. He then attended The Juilliard School in New York on scholarship, studying with Martin Canin, until moving to New Orleans in 1990.