pymc-examples
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Examples of PyMC models, including a library of Jupyter notebooks.
As per https://github.com/pymc-devs/pymc3/pull/4207#issuecomment-749441455
I would like to contribute a guide for defining custom PyMC3 distributions. I was working with count data and realized that the Poisson distribution didn't offer the flexibility in dispersion...
Currently we only have the doc string, but a good example NB on what it is, how to use it etc would go a long way.
Black makes a poor choice in formatting long arrays, for example in the disasters example: If there isn't a way of making exceptions for instances like this, the data should...
File: https://github.com/pymc-devs/pymc-examples/blob/main/examples/gaussian_processes/GP-Marginal.ipynb Reviewers: @bwengals ## Known changes needed Changes listed in this section should all be done at some point in order to get this notebook to a "Best Practices"...
File: https://github.com/pymc-devs/pymc-examples/blob/main/examples/pymc3_howto/sampling_conjugate_step.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...
File: https://github.com/pymc-devs/pymc-examples/blob/main/examples/generalized_linear_models/GLM-hierarchical.ipynb Reviewers: @twiecki > 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...
File: https://nbviewer.jupyter.org/github/pymc-devs/pymc-examples/blob/main/examples/case_studies/log-gaussian-cox-process.ipynb Reviewers: @ckrapu ## Context ## Known changes needed Changes listed in this section should all be done at some point in order to get this notebook to a...
File: https://github.com/pymc-devs/pymc-examples/blob/main/examples/pymc3_howto/sampling_compound_step.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...
File: https://github.com/pymc-devs/pymc-examples/blob/main/examples/pymc3_howto/profiling.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...