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CamDavidsonPilon /Probabilistic-Programming-and-Bayesian-Methods-for-Hackers

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Star27.2k

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 ;)

data-science statistics jupyter-notebook bayesian-methods pymc mathematical-analysis

UpdatedJun 25, 2024
Jupyter Notebook

markdregan /Bayesian-Modelling-in-Python

Star2.5k

A python tutorial on bayesian modeling techniques (PyMC3)

python tutorial pymc bayesian-statistics

UpdatedApr 29, 2017
Jupyter Notebook

pymc-labs /CausalPy

Star958

A Python package for causal inference in quasi-experimental settings

pymc causal-inference quasi-experimental quasi-experiments

UpdatedMar 14, 2025
Python

aloctavodia /Statistical-Rethinking-with-Python-and-PyMC3

Star847

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

python data-science statistics pymc bayesian-data-analysis

UpdatedJun 15, 2020
Jupyter Notebook

ericmjl /bayesian-stats-modelling-tutorial

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Star663

How to do Bayesian statistical modelling using numpy and PyMC3

pymc bayesian bayesian-inference bayesian-data-analysis bayesian-statistics bayesian-data-science

UpdatedJul 11, 2022
Jupyter Notebook

py-mine /PyMine-Server

Star177

A fast and easy to use, moddable, Python based Minecraft server!

python minecraft server async minecraft-server plugins asyncio pymc mc mc-server minecraftserver java-edition mcje plugins-api mcserver pymine pythonmine pythonminecraft mcpy async-networking

UpdatedDec 13, 2022
Python

pymc-devs /sunode

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Star112

Solve ODEs fast, with support for PyMC

pymc ordinary-differential-equations sundials autodiff

UpdatedMay 13, 2024
Jupyter Notebook

pymc-devs /symbolic-pymc

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Star62

Tools for the symbolic manipulation of PyMC models, Theano, and TensorFlow graphs.

theano tensorflow minikanren pymc probabilistic-programming bayesian symbolic-computation symbolic-math relational-programming

UpdatedMar 20, 2024
Python

ericmjl /flu-sequence-predictor

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Star37

An experimental deep learning & genotype network-based system for predicting new influenza protein sequences.

flask deep-learning bokeh pymc protein-sequences influenza gaussian-processes flu vaccine variational-autoencoders flu-forecaster influenza-protein-sequences

UpdatedAug 23, 2023
Jupyter Notebook

pymc-devs /pymc-data-umbrella

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Star26

Website: Data Umbrella & PyMC open source sessions

python opensource datascience pymc probabilistic-programming bayesian sprint

UpdatedMay 28, 2024
Jupyter Notebook

JuBiotech /calibr8

Star24

Toolbox for non-linear calibration modeling.

calibration pymc bayesian-inference likelihood-functions calibration-curve

UpdatedNov 18, 2024
Jupyter Notebook

ExcelsiorCJH /Bayesian-with-Python

Star24

프로그래머를 위한 베이지안 with 파이썬

python bayesian-methods pymc bayesian bayesian-inference

UpdatedMay 25, 2018
Jupyter Notebook

JBris /model-calibration-evaluation

Star11

Evaluating model calibration methods for sensitivity analysis, uncertainty analysis, optimisation, and Bayesian inference

deep-learning pymc global-optimization sensitivity-analysis bayesian-optimization bayesian-statistics kriging uncertainty-analysis approximate-bayesian-computation polynomial-chaos-expansion surrogate-models generative-neural-network optuna likelihood-free-inference simulation-based-inference sobol-indices shuffled-complex-evolution differential-evolution-mcmc polynomial-chaos bolfi

UpdatedNov 20, 2024
Python

Haoen-Cui /baker-bayesian-analysis-in-docker

Sponsor

Star7

Baker Project: Dockerfile for Bayesian Analysis

docker pymc rstan stan bugs pymc3 jags openbugs

UpdatedDec 31, 2019
Dockerfile

petrushev /statistical-rethinking

Star6

Solutions to some of the problems in "Statistical Rethinking"

python learning statistics ipynb pymc pymc3 bayesian-statistics

UpdatedNov 10, 2020
Jupyter Notebook

symeneses /SBM

Star6

Scalable Bayesian Modelling: A comparison

blackjack pymc bayesian-inference numpyro

UpdatedMar 28, 2023
Jupyter Notebook

mathigatti /EmotionsInferenceWithMicrosoftBand

Star5

Physiological signals recorded with a Microsoft Band 2 are processed and modeled with a basic bayesian model to infer exaltation and relaxation states of mind

microsoft pymc bayesian-inference microsoft-band-2 pymc3 physiological-signals microsoft-band emotion-recognition physiological-data sshelper