pymc-examples
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Examples of PyMC models, including a library of Jupyter notebooks.
File: https://github.com/pymc-devs/pymc-examples/blob/main/examples/ode_models/ODE_API_introduction.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...
#574 Updating the mediation_analysis notebook to update the markdown to correct the package name. When rerunning the notebook, seaborn raised some Future warnings which were suppressed using the warnings package...
**Notebook title**: Regression Models with Ordered Categorical Outcomes **Notebook url**: https://www.pymc.io/projects/examples/en/latest/generalized_linear_models/GLM-ordinal-regression.html ## Issue description Improve the notebook: * improve styling of latex equations * replace univariate_ordered with ordered * improve...
**Notebook title**: mediation_analysis.ipynb **Notebook url**: https://github.com/pymc-devs/pymc-examples/blob/main/examples/case_studies/mediation_analysis.ipynb ## Issue description The notebook specifies PYMC3 model when it should specify PYMC model in the markdown cell. *Note that this issue tracker is...
**Notebook title**: GLM-negative-binomial-regression **Notebook url**: https://github.com/pymc-devs/pymc-examples/blob/main/examples/generalized_linear_models/GLM-negative-binomial-regression.ipynb ## Issue description The GLM-negative-binomial-regression needs an update to the PyMC v5 version.
# This notebook provides a detailed steps required to generate counterfactuals, and demonstrates the newly introduced do-operator capabilities. And how it can be used to achieve Causality. - Issue id...
# Notebook proposal **Title**: Interventions versus counterfactuals ## Why should this notebook be added to pymc-examples? There is a lot of excitement about causal inference at the moment. Interventions and...
# Notebook proposal **Title**: Counterfactual generation using pymc do-operator ## Why should this notebook be added to pymc-examples? This blog explains how to generate counterfactuals using newly introduced do-operator within...
### Describe the issue: When running the [Bayesian Vector Autoregressive Models — PyMC example gallery 1](https://www.pymc.io/projects/examples/en/latest/time_series/bayesian_var_model.html) on x86_64 (tested on Ubuntu 20.04 + fresh install of PyMC via official [installation...
# Notebook update proposal **Title**: GLM-Rolling-Regression-Update ## Why should this notebook be added to pymc-examples? Instead of gaussian random walk use HSGP! HSGP is cool Suggested categories: * Level: advanced...