Present Deep Biosignal Representations USC PhD Thesis Part I EMG of Speech USC and TUM Collaboration Biosignals of Depression Sponsored by DARPA Workplace Stress Sponsored by NSF Pediatric Fundus Image Analysis Sponsored by NIH Pediatric CVI with Eye Tracking Sponsored by NIH Brain & Music Sponsored by USC, NTUA Past Biosignals of Driving Stress Sponsored by Toyota Child-Parent Interactions Sponsored by NIH Music Semantics Sponsored by USC, NTUA