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    5 Components & Libraries

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    Pymc Libraries

    Probabilistic-Programming-and-Bayesian-Methods-for-Hackers
    aka "Bayesian Methods for Hackers": An introduction to Bayesian methods + probabilistic programming with a computation/understanding-first, mathematics-second point of view. All in pure Python ;)

    After some recent success of Bayesian methods in machine-learning competitions, I decided to investigate the subject again. Even with my mathematical background, it took me three straight-days of rea…

    CamDavidsonPilon
    26.35K Apr 23, 2024
    pyprobml
    Python code for "Probabilistic Machine learning" book by Kevin Murphy

    The notebooks needed to make all the figures are available at the following locations. You can use any of the following options to install the other requirements. Run Then install manually.

    probml
    6.18K Mar 08, 2024
    covid19-dashboard
    A site that displays up to date COVID-19 stats, powered by fastpages.

    The content of this site shows statistics and reports regarding Covid-19.

    github
    1.64K Apr 16, 2024
    pymc-learn
    pymc-learn: Practical probabilistic machine learning in Python

    Note Or from source as follows: Caution! Recent research has led to the development of variational inference algorithms that are fast and almost as flexible as MCMC. For instance Automatic Differenta…

    pymc-learn
    221 Jan 18, 2024
    pymc-example-project
    Example PyMC3 project for performing Bayesian data analysis using a probabilistic programming approach to machine learning.

    This notebook contains the code required to conduct a Bayesian data analysis on data collected from a set of multiple-lot online auction events executed in Europen markets, over the course of a year.…

    AlexIoannides
    98 Mar 18, 2023

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