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 …
Error when sampling begins with multiple chains - Misc. - Pyro ...
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 …
Write custom guide based on PyroModule for ... - Pyro Discussion Forum
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 …
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 …
Pyro Discussion Forum
Aug 27, 2025 · Forum For Pyro Developers
Naming conflict when using PyroSample - Pyro Discussion Forum
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: …
Sampling from posterior predictive - Misc. - Pyro Discussion Forum
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 …
RuntimeError: Cannot find valid initial ... - Pyro Discussion Forum
May 3, 2023 · Dear All, I know this must be a stupid bug, but I cannot find what triggers this issue. I have a Planck black body radiation model that should be relatively straightforward to sample. import …
大家一起来完善官方教程汉化版 - Pyro Discussion Forum
Apr 13, 2020 · 要做一些高斯过程相关的研究，刚接触pyro， 浏览了你的Introduction部分，能在翻译原教程的基础上加入概率图和重点提炼等以帮助理解，着实不错，当然这也是我个人觉得汉化教程最应该 …