Exploring Machine Learning Variational Inference

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  • We find a surrogate posterior by maximizing the Evidence Lower Bound (ELBO). With a proposal distribution, this can be solved ...
  • In this video I will try to give the basic intuition of what VI is. The first and only online
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  • This is the twentyfourth lecture in the Probabilistic ML class of Prof. Dr. Philipp Hennig in the Summer Term 2023 at the University ...

In-Depth Information on Machine Learning Variational Inference

In this video, we break down In real-world applications, the posterior over the latent variables Z given some data D is usually intractable. But we can use a ... Inference of probabilistic models using Nordic Probabilistic AI School (ProbAI) 2022 Materials: https://github.com/probabilisticai/probai-2022/

Recorded at PyData Berlin 2025, https://2025.pycon.de/program/BCGJQB/ Learn how to scale Bayesian models to 50000 time ...

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