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  1. 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 …

  2. 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 …

  3. MCMC inference running too slow for simple example - Misc. - Pyro ...

    Jun 22, 2023 · I am new to Pyro and probabilistic inference, but started by running some simple examples inspired by tutorials in other languages (Church and webPPL). This example makes a coin …

  4. Error trying to implement hierarchical ... - Pyro Discussion Forum

    Dec 26, 2020 · 5 var = pyro.sample("var", dist.Exponential(1.)) ----> 6 self.fc1.weight = pyro.sample("fc1_weight",dist.Normal(0., var).expand([h1, in_features]).to_event(2))

  5. 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 …

  6. Extending GMMs for regressions-within-clusters - numpyro - Pyro ...

    May 9, 2024 · Hi, I am attempting to tweak a Gaussian Mixture Model implementation, to do a within-cluster-regression given some target variable, in addition to the standard clustering scheme. The …

  7. Understanding how to use to_event in model - Pyro Discussion Forum

    Nov 13, 2023 · Hello devs. I have a multivariate response model. I’m trying to model the responses independently. Here, response_arr is of size (100, 6) where I have 6 responses for each of the 100 …

  8. 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 …

  9. Running Pyro.plate on GPU - Misc. - Pyro Discussion Forum

    Mar 28, 2023 · Given that the model runs perfectly on GPU when I remove self.len_train from pyro.plate, which describes that the inputed batch is a part of a longer dataset on length ‘len (train)’. What could …

  10. Pyro Discussion Forum

    Aug 14, 2025 · Forum For Pyro Developers