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

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# Update to PyMC version 5.10+ and fix divergences Related to this issue: https://github.com/pymc-devs/pymc-examples/issues/643 + [X] Notebook follows style guide https://docs.pymc.io/en/latest/contributing/jupyter_style.html + [X] PR description contains a link to the...

**Bayesian Non-parametric Causal Inference**: **https://www.pymc.io/projects/examples/en/latest/causal_inference/bayesian_nonparametric_causal.html**: ## Issue description The notebook was originally developed using pymc 5.3.0, when updating to 5.10 the initial propensity model fit on the logistic regression breaks...

Holding back jupytext because I was getting an error locally. We can do it in a 2nd pr. ---- 📚 Documentation preview 📚: https://pymc-examples--641.org.readthedocs.build/en/641/

updates: - [github.com/psf/black: 23.7.0 → 24.2.0](https://github.com/psf/black/compare/23.7.0...24.2.0) - [github.com/nbQA-dev/nbQA: 1.7.0 → 1.7.1](https://github.com/nbQA-dev/nbQA/compare/1.7.0...1.7.1) - [github.com/mwouts/jupytext: v1.15.1 → v1.16.1](https://github.com/mwouts/jupytext/compare/v1.15.1...v1.16.1) ---- 📚 Documentation preview 📚: https://pymc-examples--629.org.readthedocs.build/en/629/

## Changes - Make Op more generic (accepts distinct inputs, returns vectorized loglikelihood), for better transfer learning - Build Ops more iteratively, and show useful debugging strategies - Use CustomDist...

# Improve debug docs and function helpers [#6841](https://github.com/pymc-devs/pymc/issues/6841#issuecomment-1927803441) Related to issue [#6841](https://github.com/pymc-devs/pymc/issues/6841) Related to PR [#7146](https://github.com/pymc-devs/pymc/pull/7146) + [x] Notebook follows style guide https://docs.pymc.io/en/latest/contributing/jupyter_style.html + [ ] PR description contains a...

# Notebook proposal **Title**: Time Series Modeling with HSGP: Baby Births Example ## Why should this notebook be added to pymc-examples? I recently published a blog post of this model...

proposal

# Notebook proposal **Title**: Should you buy a house battery? ## Why should this notebook be added to pymc-examples? This notebook would be a case study which aims to illustrate...

proposal

**ODE Notebooks** * Lotka-Volterra with manual gradients * pymc3.ode: Shapes and benchmarking * GSoC 2019: Introduction of pymc3.ode API **URLS** * [Notebook 1](https://www.pymc.io/projects/examples/en/latest/ode_models/ODE_with_manual_gradients.html) * [Notebook 2](https://www.pymc.io/projects/examples/en/latest/ode_models/ODE_API_shapes_and_benchmarking.html) * [Notebook 3](https://www.pymc.io/projects/examples/en/latest/ode_models/ODE_API_introduction.html) ##...

**Notebook title**: The MLDA sampler **Notebook url**: https://www.pymc.io/projects/examples/en/latest/samplers/MLDA_simple_linear_regression.html ## Issue description The notebook contains this text: > The model is similar to the one used in https://docs.pymc.io/notebooks/GLM-linear.html. But the URL...

good first issue
help wanted