He started with a guitar and a synthesiser; now Paris Smaragdis is teaching machines to understand sound beyond human hearing

MIT professor Paris Smaragdis is developing AI systems that can interpret sound, separate overlapping audio sources and help machines understand their surroundings. His journey from classical guitar and electronic music to machine learning has led to applications ranging from audio analysis to restoring archival Beatles recordings for t