Overview
Syllabus
Deep Generative Models for Sounds and Images
What Deep Learning Owes to Connectionism • Leaming powerful way to transfer knowledge to computers Distributed (possibly sparse) representations, learned from data, capture the meaning of the data and state • Learned function seen as a composition of simpler operations
Learning Multiple Levels of Abstraction The big payoff of deep learning is to allow learning higher levels of abstraction, and most of it must happen in an unsupervised way for humans
Deep Unsupervised Generative Models
End-to-End Audio Synthesis with DL
Quantitative Results
Taught by
MITCBMM