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pymc3

Here are 111 public repositories matching this topic...

probml / pyprobml

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Python code for "Machine learning: a probabilistic perspective" (2nd edition)

machine-learning tensorflow pytorch colab pml probabilistic-programming flax jupyter-notebooks pymc3 pyro jax numpyro

Updated Jul 28, 2021
Python

covid19-dashboard

github / covid19-dashboard

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A site that displays up to date COVID-19 stats, powered by fastpages.

python github-pages data-science jupyter analytics nteract data-visualisation matplotlib pymc3 fastai altair papermill github-actions covid-19 covid19 covid-data fastpages

Updated Jul 28, 2021
Jupyter Notebook

JWarmenhoven / DBDA-python

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Doing Bayesian Data Analysis, 2nd Edition (Kruschke, 2015): Python/PyMC3 code

probabilistic-programming bayesian-inference mcmc pymc3 bayesian-data-analysis hierarchical-models kruschke

Updated Oct 26, 2020
Jupyter Notebook

aloctavodia / BAP

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Bayesian Analysis with Python (Second Edition)

python data-visualization data-analysis pymc3 errata bayesian-analysis arviz

Updated Nov 18, 2020
Jupyter Notebook

pymc-learn / pymc-learn

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pymc-learn: Practical probabilistic machine learning in Python

scikit-learn pymc3 pymc4

Updated Jan 24, 2021
Python

junpenglao / GLMM-in-Python

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Generalized linear mixed-effect model in Python

statistics bayesian-inference linear-mixed-models pymc3 glmm

Updated Aug 17, 2018
Jupyter Notebook

exoplanet-dev / exoplanet

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Fast & scalable MCMC for all your exoplanet needs!

time-series astronomy exoplanets astrophysics bayesian-inference mcmc exoplanet-transits pymc3 gaussian-processes time-series-analysis exoplanet exoplanet-radial-velocities

Updated Jul 26, 2021
Python

jonsedar / pymc3_vs_pystan

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Personal project to compare hierarchical linear regression in PyMC3 and PyStan, as presented at http://pydata.org/london2016/schedule/presentation/30/ video: https://www.youtube.com/watch?v=Jb9eklfbDyg

bayesian-methods bayesian-inference pymc3 hierarchical-models pystan

Updated May 22, 2016
Jupyter Notebook

AlexIoannides / pymc-example-project

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Example PyMC3 project for performing Bayesian data analysis using a probabilistic programming approach to machine learning.

python data-science machine-learning numpy scikit-learn pandas probabilistic-programming bayesian-inference pymc3 bayesian-data-analysis

Updated Feb 21, 2019
Jupyter Notebook

junpenglao / Bayesian-Cognitive-Modeling-in-Pymc3

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PyMC3 codes of Lee and Wagenmakers' Bayesian Cognitive Modeling - A Pratical Course

data-science statistics bayesian-methods data-analysis bayesian-inference pymc3

Updated Nov 13, 2017
Jupyter Notebook

AmpersandTV / pymc3-hmm

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Open

Test initial state probability estimation

brandonwillard commented Sep 2, 2020

We need some simple unit tests that confirm proper estimation of the initial state probabilities (e.g. gamma_0 with a Dirichlet prior in most of our models).

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good first issue

Priesemann-Group / covid19_inference

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Bayesian python toolbox for inference and forecast of the spread of the Coronavirus

python inference pymc3 covid-19 bayesian-python-toolbox

Updated Jul 16, 2021
Jupyter Notebook

junpenglao / Planet_Sakaar_Data_Science

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A colourful collection of codes and notebooks, like Planet Sakaar

data-science bayesian-inference pymc3

Updated Dec 2, 2020
Jupyter Notebook

CamDavidsonPilon / lifestyles

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Work-In-Progress: conjoint analysis in Python

statistics survey pymc3 conjoint-analysis

Updated Apr 29, 2018
Python

aseyboldt / sunode

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Solve ODEs fast, with support for PyMC3

ordinary-differential-equations sundials pymc3 autodiff

Updated May 4, 2021
Jupyter Notebook

suriyadeepan / pm-pyro

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PyMC3-like Interface for Pyro

probabilistic-programming pymc3 pyro

Updated Dec 1, 2019
Jupyter Notebook

AlexIoannides / pymc-stochastic-process

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Demonstrating the benefits of using Bayesian Inference and PYMC3 for estimating the parameters of stochastic processes commonly used in quantitative finance.

python probabilistic-programming bayesian-inference quantitative-finance pymc3 stochastic-processes risk-modelling

Updated Feb 18, 2019
Jupyter Notebook

elizavetasemenova / EmbracingUncertainty

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Material for AMLD 2020 workshop "Bayesian Inference: embracing uncertainty"

julia-language bayesian-inference stan pymc3 turinglang amld2020

Updated Jan 27, 2020
Jupyter Notebook

jgoerner / distribution-cheatsheet

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📈

📄

👀A lookup repo for a variety of discrete and continuous distributions (incl. Beta, Binomial, Cauchy, Chi-squared, Geometric, Hypergeometric, Normal & Poisson)

python distribution statistics lookup bayes poisson pymc3 characteristics cauchy chi-square geometric normal random-variables distribution-cheatsheet

Updated Jan 23, 2018
Jupyter Notebook

thibalbo / bayesian-abtests-examples

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Bayesian AB Tests Examples

bayesian-inference pymc3 abtest

Updated Jun 29, 2017
Jupyter Notebook

JackCaster / Intro_to_PyMC3

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Short introduction to Bayesian statistical modelling with PyMC3

probabilistic-programming bayes pymc3 statistical-models

Updated Jan 27, 2020
Jupyter Notebook

IvanYashchuk / fenics-pymc3

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Differentiable interface to FEniCS for PyMC3

pymc3 fenics adjoint

Updated Feb 28, 2021
Python

pollsposition / models

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Open

Write poll scrapper

AlexAndorra commented Jun 25, 2021

Write python program to automatically polls for presidential elections 2022 from this page, used afterwards by the models.
Issue up for grabs!

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good first issue help wanted

shkr / bayesian_regression

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Bayesian Regression Models using pymc3

regression bayesian pymc3

Updated Feb 4, 2017
Jupyter Notebook

wangruinju / Double-Fusion

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A bayesian approach to examining default mode network functional connectivity and cognitive performance in major depressive disorder

theano fmri pymc3 hierarchical-models bayesian-analysis dti correlation-matrix cholesky-decomposition

Updated Aug 23, 2019
Python

pymc-learn / pymc-learn-book

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Book: Practical Probabilistic Machine Learning in Python

book scikit-learn pymc3 pymc4

Updated Apr 3, 2021
HTML

petrushev / bayesian-modeling

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Case studies with Bayesian methods

python evaluation jupyter-notebook bayesian-methods multilevel-models bayesian-inference mcmc pymc3 bayesian-data-analysis hierarchical-models statistical-models

Updated Jul 15, 2021
Jupyter Notebook

AlexIoannides / pymc-advi-hmc-demo

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Demonstrating HMC and ADVI algorithms for Bayesian data analysis using PYMC3.

python data-science machine-learning jupyter-notebook probabilistic-programming bayesian-inference example-project pymc3 variational-inference bayesian-data-analysis markov-chain-monte-carlo

Updated Nov 7, 2018
Jupyter Notebook

Nagasaki45 / dbdapy

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Following "Doing Bayesian Data Analysis", in python

data-science pymc3 bayesian-data-analysis

Updated Nov 11, 2020
Jupyter Notebook

stracquadaniolab / baghera

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Bayesian Gene Heritability Analysis from GWAS summary statistics

bioinformatics gwas biostatistics bayesian-inference pymc3

Updated Apr 2, 2021
Python

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