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  1. Pyro Discussion Forum

    Sep 15, 2025 · Forum For Pyro Developers

  2. 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 …

  3. 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 …

  4. 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 …

  5. 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 …

  6. Understanding when to use to_event () in VAE ... - Pyro Discussion Forum

    Nov 18, 2020 · I’m going through the Pyro VAE tutorial here (pyro/vae.py at dev · pyro-ppl/pyro · GitHub) but I am struggling to understand how and when to use to_event (). Here’s a bit of code that I am …

  7. 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 …

  8. Advice on ELBO Loss Not Converging / Model Setup - Misc. - Pyro ...

    Jan 2, 2023 · The linear regression model below is currently not converging based on ELBO Loss. I’m using simulated data to test the model, and I’m not sure if the model is appropriately setup. About the …

  9. Cannot find valid initial parameters when using ... - Pyro Discussion …

    Jul 26, 2021 · Hi everyone, I get an RuntimeError: Cannot find valid initial parameters. Please check your model again. and don’t quite know how to solve it. The model in question is quite simple: def …

  10. Bayesian LSTM Model in Pyro - Stationary Predcition Problem

    Feb 27, 2024 · Dear Pyro Community, I tried to model a Bayesian LSTM model in pyro. At this stage it is only one LSTM leyer and two linear leyer to connecte to the output. I did the same example for …