PyMC

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35 repositories

pymc
Public
Bayesian Modeling and Probabilistic Programming in Python
python statistical-analysis probabilistic-programming bayesian-inference mcmc variational-inference pytensor
Python
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Other
•2k•8.8k•259•75•Updated Dec 24, 2024Dec 24, 2024
pymc-examples
Public
Examples of PyMC models, including a library of Jupyter notebooks.
closember
Python
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MIT License
•252•298•145•26•Updated Dec 24, 2024Dec 24, 2024
pymc-resources
Public
PyMC educational resources
data-science data-analysis bayesian-inference bayesian-statistics
Jupyter Notebook
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MIT License
•745•2k•24•14•Updated Dec 23, 2024Dec 23, 2024
pytensor
Public
PyTensor allows you to define, optimize, and efficiently evaluate mathematical expressions involving multi-dimensional arrays.
statistics ai deep-learning bayesian-inference computational-science
Python
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Other
•112•389•195•61•Updated Dec 23, 2024Dec 23, 2024
pymc-extras
Public
Powerful add-ons for PyMC
python analytics modeling bayesian-statistics
Jupyter Notebook
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Other
•50•84•53•28•Updated Dec 23, 2024Dec 23, 2024
pymc-bart
Public
Python
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Other
•18•95•19•1•Updated Dec 23, 2024Dec 23, 2024
nutpie
Public
Python wrapper for nuts-rs
Jupyter Notebook
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MIT License
•12•130•22•4•Updated Dec 23, 2024Dec 23, 2024
nuts-rs
Public
A implementation of NUTS in rust
Rust
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MIT License
•3•65•2•0•Updated Dec 12, 2024Dec 12, 2024
mcbackend
Public
A backend for storing MCMC draws.
Python
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GNU Affero General Public License v3.0
•6•14•6•1•Updated Nov 18, 2024Nov 18, 2024
posteriordb
Public
Database with posteriors of interest for Bayesian inference
Stan
•36•1•0•0•Updated Aug 14, 2024Aug 14, 2024
pymc.io
Public
PyMC project website and blog!
Jupyter Notebook
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Apache License 2.0
•41•15•19•0•Updated Aug 12, 2024Aug 12, 2024
pymc-sphinx-theme
Public
A thin sphinx theme to customize pydata-sphinx-theme consistently cross PyMC websites.
HTML
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Other
•0•1•0•0•Updated Jul 12, 2024Jul 12, 2024
brand
Public
Branding resources, logos
Apache License 2.0
•3•2•6•0•Updated Jun 30, 2024Jun 30, 2024
pymc-data-umbrella
Public
Website: Data Umbrella & PyMC open source sessions
python opensource datascience pymc probabilistic-programming bayesian sprint
Jupyter Notebook
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MIT License
•38•27•11•0•Updated May 28, 2024May 28, 2024
sunode
Public
Solve ODEs fast, with support for PyMC
pymc ordinary-differential-equations sundials autodiff
Jupyter Notebook
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MIT License
•10•112•11•0•Updated May 13, 2024May 13, 2024
design-notes
Public
Apache License 2.0
•0•0•0•0•Updated May 1, 2024May 1, 2024
symbolic-pymc
Public
Tools for the symbolic manipulation of PyMC models, Theano, and TensorFlow graphs.
probabilistic-programming bayesian symbolic-computation symbolic-math relational-programming theano tensorflow minikanren pymc
Python
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Other
•8•61•16•4•Updated Mar 20, 2024Mar 20, 2024
video-timestamps
Public
Crowd sourced timestamps for PyMC Youtube videos
hacktoberfest
Creative Commons Zero v1.0 Universal
•12•7•1•0•Updated Mar 20, 2024Mar 20, 2024
pymcon_web_series_website
Public
HTML
•11•5•10•1•Updated Feb 9, 2024Feb 9, 2024
pymc_workflow_analyzer
Public
Python
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Apache License 2.0
•1•3•5•1•Updated Nov 11, 2023Nov 11, 2023
paper_v5
Public
Jupyter Notebook
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GNU General Public License v3.0
•3•2•1•0•Updated Jul 6, 2023Jul 6, 2023
communication
Public
1•1•1•0•Updated Mar 4, 2023Mar 4, 2023
pymc-hmm
Public
Hidden Markov models in PyMC
Python
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Other
•13•1•0•0•Updated Feb 3, 2023Feb 3, 2023
pymcon
Public
Website for PyMCon
hacktoberfest
HTML
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GNU General Public License v3.0
•12•5•5•1•Updated Jan 15, 2023Jan 15, 2023
pymc-sandbox
Public
Binder environment config for example notebook to run on
Apache License 2.0
•0•0•1•0•Updated Dec 28, 2022Dec 28, 2022
aeppl
Public
Tools for an Aesara-based PPL.
Python
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MIT License
•20•0•0•0•Updated Nov 3, 2022Nov 3, 2022
.github
Public
0•0•0•1•Updated Jul 21, 2022Jul 21, 2022
pymc4
Public
(Deprecated) Experimental PyMC interface for TensorFlow Probability. Official work on this project has been discontinued.
Jupyter Notebook
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Apache License 2.0
•113•713•40•0•Updated Oct 4, 2021Oct 4, 2021
pymc2
Public
THIS IS THE **OLD** PYMC PROJECT (VERSION 2). PLEASE USE PYMC INSTEAD:
Fortran
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Other
•229•877•18•0•Updated Jul 30, 2020Jul 30, 2020
pymc3-experimental
Public archive
PyMC3 experimental features not ready to be included in PyMC3 (yet)
Python
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Apache License 2.0
•1•3•0•0•Updated Mar 10, 2019Mar 10, 2019