VAE

Mathematical derivation of the variational evidence lower bound.

Deriving the Variational ELBO from Bayes’ Theorem

Succint, direct and comprehensive derivation with interpretation

AUG 10, 2021
categories: PROOFS
tags: INTERPRETABILITY, MACHINE LEARNING, PROBABILITY, PROOF, VAE

MNIST digits sampled from a regular VAE (left) and a conditioned VAE (right), where zeros and ones are in opposed corners.

Intuition on Conditional VAEs

Putting explicit knowledge into the latent VAE space

MAY 7, 2020
categories: EXPLORATIONS
tags: COMPUTER VISION, MACHINE LEARNING, PROOF, PYTORCH, VAE