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

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File: https://github.com/pymc-devs/pymc-examples/blob/main/examples/variational_inference/empirical-approx-overview.ipynb Reviewers: > The sections below may still be pending. If so, the issue is still available, it simply doesn't > have specific guidance yet. Please refer to [this...

tracker id

File: https://github.com/pymc-devs/pymc-examples/blob/main/examples/variational_inference/GLM-hierarchical-advi-minibatch.ipynb Reviewers: > The sections below may still be pending. If so, the issue is still available, it simply doesn't > have specific guidance yet. Please refer to [this...

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File: https://github.com/pymc-devs/pymc-examples/blob/main/examples/variational_inference/convolutional_vae_keras_advi.ipynb Reviewers: > The sections below may still be pending. If so, the issue is still available, it simply doesn't > have specific guidance yet. Please refer to [this...

extra dependencies
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File: https://github.com/pymc-devs/pymc-examples/blob/main/examples/generalized_linear_models/GLM-poisson-regression.ipynb Reviewers: > The sections below may still be pending. If so, the issue is still available, it simply doesn't > have specific guidance yet. Please refer to [this...

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https://github.com/pymc-devs/pymc/pull/5787 will remove the `rng_seeder` API. In exchange, it introduces the possibility of passing `RandomState` or `Generator` (e.g., created via `np.random.default_rng(seed)`) to all random sampling functions. This would probably be...

# Notebook proposal **Title**: BVAR model for economists ## Why should this notebook be added to pymc-examples? Economists seem to like BVAR and are looking for this example as a...

proposal

## Description A Python implementation of the first case study from https://arxiv.org/pdf/2101.08954.pdf

When removing an example `.ipynb` file, the pre-commit checks do not check that the corresponding `myst.md` file has been deleted. Could add a check that there are no `myst.md` files...

# Update mean and cov notebook Just update image size so it doesn't require scrolling + [ ] Notebook follows style guide https://docs.pymc.io/en/latest/contributing/jupyter_style.html + [ ] PR description contains a...

**Notebook title**:Mean and Covariance Functions **Notebook url**: https://docs.pymc.io/en/v3/pymc-examples/examples/gaussian_processes/GP-MeansAndCovs.html ## Issue description The images require scrolling. Fixing up so they don't ## Expected output Figures that don't require scrolling ## Proposed...