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Bayesian Modeling and Probabilistic Programming in Python
### Describe the issue: The model I am working with sometimes returns NaN for the logp (it is an ODE model, and for certain nasty parameter combinations the solver gives...
## Description The changes deal with the case that the logp is NaN in the SMC sampler. With the changes, samples with a NaN-logp will be simply discarded during the...
## Description Added skewed Student T distribution (Jones and Faddy implementation). ## Checklist - [x] Checked that [the pre-commit linting/style checks pass](https://docs.pymc.io/en/latest/contributing/python_style.html) - [x] Included tests that prove the fix...
## Description Sampling a partial trace was first done in #271, with the `trace` kwarg. Then, it subsequently removed in #6269 raising `DeprecationWarning` error. Partial trace was added back with...
### Describe the issue: As I need to sample the posterior on a very large sample of 1M rows, I have batched the operation and run it in groups of...
### Describe the issue: Shapes aren't being correct set on variables when using `coords` in JAX. I guess this is a consequence of coords being mutable by default, and could...
### Describe the issue: I have a few models where I have to do some rather complex tensor manipulation, and moving from 5.12 to 5.13 quite a few of them...
### Issue with current documentation: [The PyMC documentation](https://www.pymc.io/projects/docs/en/stable/api/generated/pymc.smc.sample_smc.html#pymc-smc-sample-smc) on the `sample_smc` function for Sequential Monte Carlo (SMC) doesn't describe the correct format/shape for the `start` parameter, which specifies the initial...
### Describe the issue: Given a table with three columns X1, X2, and Y, I am trying to get independent Bayesian models for the variable Y for each value of...
### Description We don't have any
