大家一起来完善官方教程汉化版 - Pyro Discussion Forum
Apr 13, 2020 · 要做一些高斯过程相关的研究，刚接触pyro， 浏览了你的Introduction部分，能在翻译原教程的基础上加入概率图和重点提炼等以帮助理解，着实不错，当然这也是我个人觉得汉 …
Bad performance Bayesian Convolutional Neural Network - Misc.
Apr 28, 2025 · Hello Pyro community, I’m trying to build a Bayesian CNN for MNIST classification using Pyro, but despite seeing the ELBO loss decrease to around 10 during training, the …
Adam optimizer before NUTS? - Pyro Discussion Forum
Mar 21, 2025 · I’m trying to infer the parameters of a non-linear ODE system. Would using a gradient descent optimizer like Adam (eg from optax) to initialize the guess starting point for …
Trouble Initializing Parameters for SVI - forum.pyro.ai
Apr 22, 2025 · the issue was because this was not differentiable! the fix was following guidance from Best practice to handle division by zero in auto-differentiation · Issue #5039 · jax-ml/jax · …
Numpyro: Sampling from experimental data - numpyro - Pyro …
Jan 12, 2025 · In pyro there used to be a distribution called empirical. I want smth like that. I dont know if someone can help me in numpyro or know how to use the old function of pyro …
Diagnosing convergence for a very simple model - numpyro - Pyro ...
Jan 9, 2025 · I’ve been trying to monitor convergence of model parameters using the cosine similarity between changes of parameter values. The basic idea is as follows. If the variational …
Conditional reparameterization - numpyro - Pyro Discussion Forum
Sep 5, 2024 · I would like to apply a conditional reparameterization to my model, e.g., to add an offset to sample a given sample z as discussed in Add explicit reparametrizer. by tillahoffmann …
Variational Inference using SVI not converging - Misc. - Pyro ...
Aug 23, 2023 · Hi, I am stuck with a seemingly simple problem. I have a mathematical model composed of various non-linear sums of gaussian distributions (x1, x2, x3, x4). y = A*x1 + …
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Apr 26, 2025 · Forum For Pyro Developers
NUTS sampling with an array of parameters - forum.pyro.ai
Apr 28, 2025 · Hi. I’m attempting to build a NumPyro-based NUTS inference tool for cosmological tasks. The model set-up is as follows: a number of parameters are provided, passed from …