Jupyter Notebook bayesian-statistics

Open-source Jupyter Notebook projects categorized as bayesian-statistics
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Topics: Python bayesian-inference Machine Learning Statistics Pattern Recognition
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Top 4 Jupyter Notebook bayesian-statistic Projects

  • pymc-resources

    PyMC educational resources

    • Project mention: Bayesian Analysis with Python | news.ycombinator.com | 2024-02-10

    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.)

  • prml

    Repository of notes, code and notebooks in Python for the book Pattern Recognition and Machine Learning by Christopher Bishop (by gerdm)

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  • rethinking-numpyro

    Statistical Rethinking (2nd ed.) with NumPyro

    • Project mention: Machine learning for a mom with little time? | /r/learnmachinelearning | 2023-05-08

    https://github.com/fehiepsi/rethinking-numpyro https://xcelab.net/rm/statistical-rethinking/

  • Bayesian-Statistics-Econometrics

    Bayesian Statistics-Econometrics

    • Project mention: Python for Econometrics for Practitioners [Free Online Courses] | /r/CompSocial | 2023-08-24

    Bayesian Statistics with Python: Bayesian statistics is the last pillar of quantitative framework, also the most challenging subject. The course will explore the algorithms of Markov chain Monte Carlo (MCMC), specifically Metropolis-Hastings, Gibbs Sampler and etc., we will build up our own toy model from crude Python functions. In the meanwhile, we will cover the PyMC3, which is a library for probabilistic programming specializing in Bayesian statistics.

NOTE: The open source projects on this list are ordered by number of github stars. The number of mentions indicates repo mentiontions in the last 12 Months or since we started tracking (Dec 2020).

Jupyter Notebook bayesian-statistics related posts

  • Bayesian Analysis with Python

    5 projects | news.ycombinator.com | 10 Feb 2024

  • Machine learning for a mom with little time?

    3 projects | /r/learnmachinelearning | 8 May 2023

  • Predicting the distribution of a variable rather than a point estimate

    3 projects | /r/datascience | 14 Aug 2022

  • Statistical Rethinking (2022 Edition)

    2 projects | news.ycombinator.com | 16 Jan 2022

  • Statistical rethinking, but with examples in python?

    1 project | /r/AskStatistics | 20 Apr 2021

  • Stan is a state-of-the-art platform for statistical modeling

    2 projects | news.ycombinator.com | 23 Dec 2020
  • A note from our sponsor - InfluxDB
    www.influxdata.com | 3 May 2024
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Index

What are some of the best open-source bayesian-statistic projects in Jupyter Notebook? This list will help you:

Project Stars
1 pymc-resources 1,888
2 prml 1,862
3 rethinking-numpyro 427
4 Bayesian-Statistics-Econometrics 71

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