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  1. Batch processing numpyro models using Ray - forum.pyro.ai

    Mar 14, 2025 · Hello again, Related post: Batch processing Pyro models so cc: @fonnesbeck as I think he’ll be interested in batch processing Bayesian models anyway. I want to run lots of numpyro …

  2. VAE classification - Misc. - Pyro Discussion Forum

    Mar 1, 2023 · pyro.sample, uses a stochastic function (such as a pyro distribution) to initiate the parameter store and the trace (graph structure that denotes the relationships of the pyro primitives, …

  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. Mini batching with Bayesian GPLVM - Pyro Discussion Forum

    Nov 17, 2020 · Trying to define mini-batch logic for Bayesian GPLVM training but unsuccessful so far following the suggestions in this older thread: Pyro Bayesian GPLVM SVI with minibatching So the …

  5. Multi-Label Classification from Time-Series data - Misc. - Pyro ...

    Dec 6, 2018 · Hey everyone, I’m trying to get my head around the plate notation representation with Pyro but unfortunately haven’t been able to understand this from the documentation. At a high level, …

  6. 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 in detail in …

  7. Bayesian CNN - Misc. - Pyro Discussion Forum

    Jul 30, 2018 · Hi, I am new to pyro. To try it I wanted to train a CNN module using bayesian inference using pyro. Can Anyone help me to transform it to random_module pyro? The network is the …

  8. How to begin learning probabilistic programming? - Pyro Discussion …

    Nov 23, 2018 · Can anyone help me with some resources to learn probabilistic programming with pyro? I do not have any background on probabilistic programming. I skimmed through the tutorials and …

  9. Truncated Log normal distribution - Pyro Discussion Forum

    Jul 20, 2020 · I saw that pyro is planning to add at least a truncated normal distribution soon. However I want to implement a truncated normal distribution as prior for a sample param. I came accross the …

  10. Initialize each chain of MCMC separately - forum.pyro.ai

    Oct 28, 2021 · Hi! I am running NUTS in a setting where data increases over time. What I would like to do is to is to initialize the new chains with the last sample from each of the previous chains. This …