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

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**Notebook title**: MLDA sampler: Introduction and resources **Notebook url**: https://www.pymc.io/projects/examples/en/latest/samplers/MLDA_introduction.html ## Issue description Under the ["Notebooks with example code" section](https://www.pymc.io/projects/examples/en/latest/samplers/MLDA_introduction.html#notebooks-with-example-code), the "Variance 2" (external) link is broken. ## Proposed solution...

good first issue
help wanted

# Testing one alternative utility not zero (just the constant) Issue #617 ---- :books: Documentation preview :books:: https://pymc-examples--618.org.readthedocs.build/en/618/

Docs link: https://www.pymc.io/projects/examples/en/latest/variational_inference/pathfinder.html The notebook is not using the parameters `mu` or `tau`. It creates a `theta1` that is not used anywhere. However, I am not sure pathfinder works with...

Discrete Choice and Random Utility Models: [**Notebook url**](https://www.pymc.io/projects/examples/en/latest/generalized_linear_models/GLM-discrete-choice_models.html): ## Issue description Firstly thanks for putting this up, its a great effort @NathanielF something that took me ages to figure out...

**Notebook:** Profiling **Notebook url:** [https://www.pymc.io/projects/examples/en/latest/howto/profiling.html](https://www.pymc.io/projects/examples/en/latest/howto/profiling.html) ## Issue description The notebook works on version v3.9.3. ## Proposed solution It should be updated to the latest version v5.10

# Notebook proposal **Title**: Bayesian Power Analysis ## Why should this notebook be added to pymc-examples? As pointed out in #349, we don't have anything currently on hypothesis testing, and...

proposal

# Fix of small typo + [x] 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...

# update Model Averaging example to run on pymc v5 https://github.com/pymc-devs/pymc-examples/issues/67 + [x] Notebook follows style guide https://docs.pymc.io/en/latest/contributing/jupyter_style.html + [x] PR description contains a link to the relevant issue: *...

# Notebook proposal **Title**: New distributions with `CustomDist` ## Why should this notebook be added to pymc-examples? Provide example(s) of the flexibility that PyMC provides with the `CustomDist` and auto-probability....

proposal

Issue [577](https://github.com/pymc-devs/pymc-examples/issues/577) As a part of PyData Amsterdam PyMC sprint, I updated the notebook. I improved: * random values generation; * styling of math equations; * replaced `univariate_ordered` with `ordered`...