Bad performance Bayesian Convolutional Neural Network - Misc. - Pyro ...
Apr 28, 2025 · Hello Pyro community, I’m trying to build a Bayesian CNN for MNIST classification using Pyro, but despite seeing the ELBO loss decrease to around 10 during training, the model’s predictive …
Resources to learn Pyro - Pyro Discussion Forum
Nov 5, 2020 · Beyond Pyro’s tutorials, a popular community resource for getting started with Bayesian data science is the book “Statistical Rethinking”, for which all code snippets have been ported to …
Simple BNN NUTS sampling - numpyro - Pyro Discussion Forum
Oct 24, 2023 · Hello community, I am new to Bayesian models and to pyro (and numpyro). I am trying to use a small Bayesian Network on simple synthetic data, with no success so far. I am trying to …
Multilevel modeling with out-of-sample prediction - numpyro - Pyro ...
Feb 20, 2025 · Hi, I’m following the turorial on hierarchical_linear_regression and trying to apply a multilevel model to new, unseen data. The basic idea I want to implement is similar to this out-of …
When will trace_ELBO () become negative - Pyro Discussion Forum
Feb 2, 2023 · Hi, I’m new to this and I was using pyro.infer.SVI with pyro.infer.Trace_ELBO to train a CVAE. And I got negative losses after a few epochs. I’m pretty sure the issue is with my input …
Variational Inference for Dirichlet process clustering - Pyro ...
Jan 31, 2018 · Hi there! This is my first time using Pyro so I am very excited to see what I can built with it.🙂 Specifically, I am trying to do finite Dirichlet Process clustering with Variational Inference. I want to …
How to begin learning probabilistic programming? - Pyro Discussion …
Nov 23, 2018 · Can anyone help me with some resources to learn probabilistic programming with pyro? I do not have any background on probabilistic programming. I skimmed through the tutorials and …
Pyro Discussion Forum
Aug 27, 2025 · Forum For Pyro Developers
Question about separating model and guide function - Misc. - Pyro ...
Jan 13, 2018 · I am new to both pyro and probabilistic programming but I tried to do my homework before I raise this issue, please bear with me if it is real basic. I was going through the Bayesian …
mean field variational inference LDA - Pyro Discussion Forum
May 31, 2022 · In pyro tutorials I found how to do it using Autoencoding Variational Inference For Topic Models Probabilistic Topic Modeling — Pyro Tutorials 1.8.4 documentation .