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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. Gaussian mixture model in latent space of VAE - forum.pyro.ai

    Dec 17, 2023 · I was curious if pyro would easily enable putting a Gaussian mixture model (GMM) as the prior on the latent space of a VAE. I took the VAE tutorial code and changed the model to the …

  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. 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 …

  6. Save MCMC results - Misc. - Pyro Discussion Forum

    Sep 30, 2018 · Hi - I’m contributing to a library for bayesian analysis and visualization (arviz), and we are trying to add a function to convert Pyro objects into data that can be used there. As part of that, I am …

  7. 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 …

  8. 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^* …

  9. 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 …

  10. Is there any difference between using plate or ... - Pyro Discussion Forum

    Oct 13, 2021 · It is a Pyro program with PyTorch backend or NumPyro program with Jax backend. By program, I mean any code written by using either Pyro or NumPyro. aymgal February 6, 2025, …