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 …

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 …

Jan 11, 2024 · Hi everyone, I’m quite new on Pyro framework. I’m trying to understand its functionalities building some basic bayesian neural networks. I successfully built a basic classifier for the MNIST …

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 …

Jul 12, 2019 · >>> pyro.__version__ '0.3.3+0113e0b3' and from pyro.infer.mcmc.api import MCMC, NUTS It may be helpful to know that is only crashes when the number of steps gets large, e.g. I can …

Aug 27, 2025 · Forum For Pyro Developers

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 …

Jul 14, 2023 · I’m trying to modify an existing custom PyTorch Module to be Bayesian by replacing the weights within the __init__() call with PyroSamples. However, I’m getting a naming conflict: …

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 .

Feb 17, 2019 · Hello, first off, amazing job on Pyro! Major kudos 🙂 How do I sample from the posterior predictive for an SVI-trained model efficiently? At the moment, I sample a guide trace for each …