Media Summary: Recorded at PyData Berlin 2025, Learn how to scale Bayesian models to 50000 time ... In real-world applications, the posterior over the latent variables Z given some data D is usually intractable. But we can use a ... We find a surrogate posterior by maximizing the Evidence Lower Bound (ELBO). With a proposal distribution, this can be solved ...
Probabilistic Ml Lecture 24 Variational Inference - Detailed Analysis & Overview
Recorded at PyData Berlin 2025, Learn how to scale Bayesian models to 50000 time ... In real-world applications, the posterior over the latent variables Z given some data D is usually intractable. But we can use a ... We find a surrogate posterior by maximizing the Evidence Lower Bound (ELBO). With a proposal distribution, this can be solved ... For more information about Stanford's Artificial Intelligence programs visit: To follow along with the course, ... In this short video, I describe the Reparameterisation Trick and take the first step towards validating it mathematically. We discuss ... VI attempts to find an optimal surrogate posterior by maximizing the Evidence Lower Bound (=ELBO). The surrogate posterior acts ...
Watch this video with AI-generated Table of Content (ToC), Phrase Cloud and In-video Search here: ... Details *** Sorry, this event has been postponed one week to June 6, 2023 *** Topic: We will finish our discussion of
