Exploring Variational Methods How To Derive Inference For New Models With Xanda Schofield
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- 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 ...
- Lecture on Friday 4/22/2022 (only one part)
- This talk was part of the Workshop on "PDE-constrained Bayesian inverse problems: interplay of spatial statistical
- Variational Inference
- We find a surrogate posterior by maximizing the Evidence Lower Bound (ELBO). With a proposal distribution, this can be solved ...
In-Depth Information on Variational Methods How To Derive Inference For New Models With Xanda Schofield
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 ... 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 ... In real-world applications, the posterior over the latent variables Z given some data D is usually intractable. But we can use a ...
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