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Examples of PyMC models, including a library of Jupyter notebooks.

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# Notebook proposal **Title**: Pathfinder Variational Inference ## Why should this notebook be added to pymc-examples? As the existing Pathfinder example notebook is really out-of-date, I propose replacement notebook to...

proposal

Hello This pull request includes a changes to the notebook [weibull_aft.ipynb](https://github.com/pymc-devs/pymc-examples/blob/main/examples/survival_analysis/weibull_aft.ipynb) to fix the usage of the deprecated `testval` argument in `pm.Gamma` as highlighted in [Error in examples/survival_analysis/weibull_aft.ipynb #746](https://github.com/pymc-devs/pymc-examples/issues/746). For...

# {Insert Description} + [ ] Notebook follows style guide https://docs.pymc.io/en/latest/contributing/jupyter_style.html + [ ] PR description contains a link to the relevant issue: * a tracker one for existing notebooks...

# {Insert Description} + [ ] Notebook follows style guide https://docs.pymc.io/en/latest/contributing/jupyter_style.html + [ ] PR description contains a link to the relevant issue: * a tracker one for existing notebooks...

Update to PyMC v5 + [ ] Notebook follows style guide https://docs.pymc.io/en/latest/contributing/jupyter_style.html + [ ] PR description contains a link to the relevant issue: * a tracker one for existing...

# Notebook proposal **Title**: How to wrap a JAX function for use in PyMC (the automatic way) ## Why should this notebook be added to pymc-examples? The new wrapper @as_jax_op...

proposal

Addition of new notebook (beginner level) covering Bayesian Hypothesis Testing. Demand for content on hypothesis testing was established in https://github.com/pymc-devs/pymc-examples/issues/349. This PR is intended to form a beachhead, to get...

```python ────────────────────────────────────── Error running examples/samplers/SMC-ABC_Lotka-Volterra_example.ipynb ────────────────────────────────────── --------------------------------------------------------------------------- Exception encountered at "In [12]": --------------------------------------------------------------------------- _RemoteTraceback Traceback (most recent call last) _RemoteTraceback: """ Traceback (most recent call last): File "/home/wdean/micromamba/envs/pymc-examples/lib/python3.11/site-packages/pytensor/compile/function/types.py", line 959,...

Checking for stale notebooks... groups based on the directory structure in the `examples` folder. For example, casual_inference is `examples/casual_inference` and any notebook in that directory is part of the `casual_inference`...

# Add mockable notebook runner + [ ] Notebook follows style guide https://docs.pymc.io/en/latest/contributing/jupyter_style.html + [ ] PR description contains a link to the relevant issue: #723 * a tracker one...