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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. 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 …

  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 Inference. I want to …

  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. Dirichlet Multinomial with centered random effects - numpyro - Pyro ...

    Apr 11, 2024 · Dear all, I would like to run a Dirichlet Multinomial with centered random effects. Before applying the model to my data, I wanted to ensure that the model is correctly specified. I conducted a …

  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. 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 …

  9. 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 …

  10. Posterior predictive on a new observation in NumPyro - numpyro

    Feb 19, 2024 · Hi @mathlad, this is a great question. Running predictive will give you a collection of samples (x^*,\theta) (conditioned on the data). Dropping those \theta will give you samples for x^* …