Media Summary: In real-world applications, the posterior over the latent variables Z given some data D is usually intractable. But we can use a ... Course Link: Welcome to week five of our course. Recorded at PyData Berlin 2025, Learn how to
Variational Inference At Scale How - Detailed Analysis & Overview
In real-world applications, the posterior over the latent variables Z given some data D is usually intractable. But we can use a ... Course Link: Welcome to week five of our course. Recorded at PyData Berlin 2025, Learn how to Filmed at PyData London 2017 Description Recent improvements in Probabilistic Programming have led to a new method called ... VI attempts to find an optimal surrogate posterior by maximizing the Evidence Lower Bound (=ELBO). The surrogate posterior acts ... For more information about Stanford's Artificial Intelligence programs visit: To follow along with the course, ...
David Blei, Columbia University Computational Challenges in Machine Learning ... In this video I will try to give the basic intuition of what VI is. The first and only online Lecture on Friday 4/22/2022 (only one part) The equivalence between Stein variational gradient descent and black-box This is a single lecture from a course. If you you like the material and want more context (e.g., the lectures that came before), check ... David Blei, Rajesh Ranganath, Shakir Mohamed. One of the core problems of modern statistics and machine learning is to ...
