Variational inference
conclusion
neural network
variational autoencoder
Bayesian Neural Network
encoder-decoder
likelihood
prior, posterior
evaluation
visualization
variational inference
KLD & ELBO
variational free energy : ELBO
reparameterization trick
Weight Uncertainty in Neural Networks
summary
Variational Auto-Encoder
Deep Latent Variable Model ( DLVM ) e.g. VAE
Encoder vs Decoder
variational inference
design neural-network
Ref.
-
Ensemble Learning in Bayesian Neural Networks
https://www.microsoft.com/en-us/research/wp-content/uploads/2016/02/bishop-ensemble-nato-98.pdf -
Pattern Recognition and Machine Learning
https://www.microsoft.com/en-us/research/uploads/prod/2006/01/Bishop-Pattern-Recognition-and-Machine-Learning-2006.pdf -
수학의 즐거움 (Enjoying Math)
https://www.youtube.com/@enjoyingmath9346 -
github (최성준 교수님)
https://github.com/sjchoi86 -
youtube (동빈나 님)
https://www.youtube.com/@dongbinna
