Bayesian Analysis with Python

This page summarizes the projects mentioned and recommended in the original post on news.ycombinator.com

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  • cookiecutter-pystan

  • Self plug for stan on windows in a docker dev environment:

    https://github.com/dbonattoj/cookiecutter-pystan

  • numpyro

    Probabilistic programming with NumPy powered by JAX for autograd and JIT compilation to GPU/TPU/CPU.

  • InfluxDB

    Power Real-Time Data Analytics at Scale. Get real-time insights from all types of time series data with InfluxDB. Ingest, query, and analyze billions of data points in real-time with unbounded cardinality.

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  • pymc-resources

    PyMC educational resources

  • As it happens, there's a PyMC implementation of the 1st and 2nd editions of Statistical Rethinking here:

    https://github.com/pymc-devs/pymc-resources

    (I think the author of the book discussed above, Osvaldo Martin, is the primary or sole contributor for the Rethinking implementations, in fact -- he had a full implementation in his own repo [here](https://github.com/aloctavodia/Statistical-Rethinking-with-P...) before deprecating it in favor of the above-linked one.)

  • Statistical-Rethinking-with-Python-and-PyMC3

    Python/PyMC3 port of the examples in " Statistical Rethinking A Bayesian Course with Examples in R and Stan" by Richard McElreath

  • As it happens, there's a PyMC implementation of the 1st and 2nd editions of Statistical Rethinking here:

    https://github.com/pymc-devs/pymc-resources

    (I think the author of the book discussed above, Osvaldo Martin, is the primary or sole contributor for the Rethinking implementations, in fact -- he had a full implementation in his own repo [here](https://github.com/aloctavodia/Statistical-Rethinking-with-P...) before deprecating it in favor of the above-linked one.)

  • As it happens, there's a PyMC implementation of the 1st and 2nd editions of Statistical Rethinking here:

    https://github.com/pymc-devs/pymc-resources

    (I think the author of the book discussed above, Osvaldo Martin, is the primary or sole contributor for the Rethinking implementations, in fact -- he had a full implementation in his own repo [here](https://github.com/aloctavodia/Statistical-Rethinking-with-P...) before deprecating it in favor of the above-linked one.)

  • WorkOS

    The modern identity platform for B2B SaaS. The APIs are flexible and easy-to-use, supporting authentication, user identity, and complex enterprise features like SSO and SCIM provisioning.

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NOTE: The number of mentions on this list indicates mentions on common posts plus user suggested alternatives. Hence, a higher number means a more popular project.

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