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  1. 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 …

  2. Pyro Discussion Forum

    Sep 15, 2025 · Forum For Pyro Developers

  3. Multilevel modeling with out-of-sample prediction - numpyro

    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 …

  4. 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 …

  5. How to get prediction scores with Pyro models?

    Aug 5, 2020 · pyro.sample("y", y_dist, obs=y) # or pyro.factor("y_loss", y_loss_tensor) return ... I am not familiar enough with the details of your model to fix the code for you, but this is covered …

  6. Understanding how to use to_event in model - Pyro Discussion …

    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 …

  7. Question about separating model and guide function - Misc.

    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 …

  8. Initialize MCMC Chains from Multiple ... - Pyro Discussion Forum

    Mar 16, 2023 · Hello I’m trying to run an an MCMC chain on a multi-modal distribution, and am trying to use nested sampling to get a rough first pass place of the warmup. I’m looking for a …

  9. 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 …

  10. 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 .