TTIC 31230: Fundamentals of Deep Learning Winter 2019 (not yet updated to Winter 2020)

Latent Variables, EM, the ELBO, and VAEs

Slides

Problems

Self-Supervised Intrinsic Image Decomposition

Colorization Pretraining

Original Paper on VAEs

Vector-Quantized Variational Autoencoders