Lecture 25: Variational inference and Mixtures

Slides

• PDF

Readings

• ADVI
• LDA
• Did Variational Inference work?
• Deep Generative Semi-supervised Models
• Auto Encoding Variational Bayes
• BetaVAE1
• BetaVAE2
• LOOCV and WAIC
• Priors are defined wrt likelihoods
• Simulation-Based Callibration
• Bayesian Workflow in PyStan
• Variational Inference Review

Notes

• ADVI :
• Variational Autoencoder :
• Mixtures and MCMC :
• Marginalizing over Discretes :
• Gaussian Mixture Model with ADVI :
• 2 Gaussian mixture models with marginalization and ADVI :