pymc3

There are 6 repositories under pymc3 topic.

probml / pyprobml
Python code for "Probabilistic Machine learning" book by Kevin Murphy
blackjax colab flax jax jupyter-notebooks machine-learning numpyro pml probabilistic-programming pymc3 pyro pytorch tensorflow
Language:Jupyter Notebook 6377
covid19-dashboard
github / covid19-dashboard
A site that displays up to date COVID-19 stats, powered by fastpages.
fastpages github-pages github-actions matplotlib altair python jupyter pymc3 fastai data-science nteract papermill data-visualisation analytics covid-19 covid19 covid-data
Language:Jupyter Notebook 1639
JWarmenhoven / DBDA-python
Doing Bayesian Data Analysis, 2nd Edition (Kruschke, 2015): Python/PyMC3 code
bayesian-data-analysis bayesian-inference hierarchical-models kruschke mcmc probabilistic-programming pymc3
Language:Jupyter Notebook 669
aloctavodia / BAP
Bayesian Analysis with Python (Second Edition)
arviz bayesian-analysis data-analysis data-visualization errata pymc3 python
Language:Jupyter Notebook 640
pymc-learn / pymc-learn
pymc-learn: Practical probabilistic machine learning in Python
pymc3 scikit-learn pymc4
Language:Python 222
exoplanet-dev / exoplanet
Fast & scalable MCMC for all your exoplanet needs!
exoplanet exoplanet-transits exoplanet-radial-velocities mcmc gaussian-processes bayesian-inference pymc3 time-series time-series-analysis astronomy astrophysics exoplanets
Language:Python 202
junpenglao / GLMM-in-Python
Generalized linear mixed-effect model in Python
linear-mixed-models pymc3 statistics glmm bayesian-inference
Language:Jupyter Notebook 175
jonsedar / pymc3_vs_pystan
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-inference bayesian-methods hierarchical-models pymc3 pystan
Language:Jupyter Notebook 127
AlexIoannides / pymc-example-project
Example PyMC3 project for performing Bayesian data analysis using a probabilistic programming approach to machine learning.
python pymc3 numpy pandas scikit-learn data-science machine-learning bayesian-inference bayesian-data-analysis probabilistic-programming
Language:Jupyter Notebook 104
junpenglao / Bayesian-Cognitive-Modeling-in-Pymc3
PyMC3 codes of Lee and Wagenmakers' Bayesian Cognitive Modeling - A Pratical Course
pymc3 bayesian-inference bayesian-methods data-science data-analysis statistics
Language:Jupyter Notebook 96
AmpersandTV / pymc3-hmm
Hidden Markov models in PyMC3
hmm bayesian pymc3 ffbs
Language:Python 94
Priesemann-Group / covid19_inference
Bayesian python toolbox for inference and forecast of the spread of the Coronavirus
python pymc3 covid-19 inference bayesian-python-toolbox
Language:Jupyter Notebook 72
jgoerner / distribution-cheatsheet
📈📄👀A lookup repo for a variety of discrete and continuous distributions (incl. Beta, Binomial, Cauchy, Chi-squared, Geometric, Hypergeometric, Normal & Poisson)
python random-variables distribution-cheatsheet distribution lookup characteristics bayes normal poisson statistics chi-square cauchy geometric pymc3
Language:Jupyter Notebook 60
junpenglao / Planet_Sakaar_Data_Science
A colourful collection of codes and notebooks, like Planet Sakaar
data-science bayesian-inference pymc3
Language:Jupyter Notebook 54
CamDavidsonPilon / lifestyles
Work-In-Progress: conjoint analysis in Python
conjoint-analysis pymc3 statistics survey
Language:Python 52
AlexIoannides / pymc-stochastic-process
Bayesian Inference and parameter estimation in quant finance.
python pymc3 bayesian-inference probabilistic-programming quantitative-finance risk-modelling stochastic-processes
Language:Jupyter Notebook 42
pollsposition / models
Forecasting 🇫🇷 elections with Bayesian statistics 🥳
bayesian-inference bayesian-statistics electoral-forecasting-models pymc3 polling-data survey-data gaussian-processes time-series
Language:Jupyter Notebook 39
suriyadeepan / pm-pyro
PyMC3-like Interface for Pyro
pymc3 pyro probabilistic-programming
Language:Jupyter Notebook 37
MikeS96 / bayes_statististics
Bayesian Statistics MOOC by Coursera - Solutions in Python
bayesian-inference bayesian-statistics gibbs linear-regression markov-chain markov-chain-monte-carlo maximum-a-posteriori-estimation mcmc mixture-models monte-carlo pymc3
Language:Jupyter Notebook 29
elizavetasemenova / EmbracingUncertainty
Material for AMLD 2020 workshop "Bayesian Inference: embracing uncertainty"
bayesian-inference julia-language amld2020 stan pymc3 turinglang
Language:Jupyter Notebook 28
nakatsuma / python_for_bayes
「Pythonによるベイズ統計学入門」の正誤表とPythonコード
bayesian mcmc python pymc3
Language:Python 28
narviis / bayesian-abtests-examples
Bayesian AB Tests Examples
bayesian-inference pymc3 abtest
Language:Jupyter Notebook 22
IvanYashchuk / fenics-pymc3
Differentiable interface to FEniCS for PyMC3
fenics pymc3 adjoint
Language:Python 20
JackCaster / Intro_to_PyMC3
Short introduction to Bayesian statistical modelling with PyMC3
bayes pymc3 statistical-models probabilistic-programming
Language:Jupyter Notebook 18
martin-fabbri / colab-notebooks
Colab notebooks exploring different Machine Learning topics.
colab rapidsai pymc3 pytorch pyro vae probabilistic-programming pyro-ppl causal-inference causality cassandra tensorflow-js colab-notebooks julia julialang audio-processing nlp named-entity-recognition trax
Language:Jupyter Notebook 16
AlexIoannides / pymc-advi-hmc-demo
Demonstrating HMC and ADVI algorithms for Bayesian data analysis using PYMC3.
bayesian-data-analysis bayesian-inference data-science example-project jupyter-notebook machine-learning markov-chain-monte-carlo probabilistic-programming pymc3 python variational-inference
Language:Jupyter Notebook 14
bodywork-pymc3-project
bodywork-ml / bodywork-pymc3-project
Serving Uncertainty with Bayesian inference, using PyMC3 with Bodywork
machine-learning mlops bayesian-inference pymc3 data-science python
Language:Jupyter Notebook 14
moeyensj / atm
Asteroid Thermal Modeling
python asteroids astronomy solar-system mcmc pymc3 minor-planets open-source-project
Language:Python 14
olivierzach / bayesian-marketing-attribution
Marketing attribution using Bayesian credible sets and regression methods
bayesian-analysis bayesian-inference marketing-attribution credible-sets pymc3 simulation-modeling marketing-channels scipy channel-optimization data-science bayesian-statistics conjugate-priors bayesian-methods
Language:Python 13
wangruinju / Double-Fusion
A bayesian approach to examining default mode network functional connectivity and cognitive performance in major depressive disorder
pymc3 theano fmri bayesian-analysis hierarchical-models dti correlation-matrix cholesky-decomposition
Language:Python 11
petrushev / bayesian-modeling
Case studies with Bayesian methods
bayesian-inference bayesian-data-analysis statistical-models python pymc3 mcmc jupyter-notebook bayesian-methods multilevel-models hierarchical-models
Language:Jupyter Notebook 10
dizcza / MCMC_BinaryNet
Markov Chain Monte Carlo binary network optimization
mcmc binary-neural-networks xnor-net pytorch jags pymc3 gradient-free-optimization
Language:Python 9
pymc-learn / pymc-learn-book
Book: Practical Probabilistic Machine Learning in Python
pymc3 scikit-learn book pymc4
Language:HTML 9
shkr / bayesian_regression
Bayesian Regression Models using pymc3
pymc3 bayesian regression
Language:Jupyter Notebook 9
stracquadaniolab / baghera
Bayesian Gene Heritability Analysis from GWAS summary statistics
gwas pymc3 bioinformatics bayesian-inference biostatistics
Language:Python 9
jgoerner / advanced-statistics
Source code for the module "Advanced Statistics" 📊
python statistics multivariate univariate scipy pymc3
Language:Jupyter Notebook 8

pymc3

probml / pyprobml

github / covid19-dashboard

JWarmenhoven / DBDA-python

aloctavodia / BAP

pymc-learn / pymc-learn

exoplanet-dev / exoplanet

junpenglao / GLMM-in-Python

jonsedar / pymc3_vs_pystan

AlexIoannides / pymc-example-project

junpenglao / Bayesian-Cognitive-Modeling-in-Pymc3

AmpersandTV / pymc3-hmm

Priesemann-Group / covid19_inference

jgoerner / distribution-cheatsheet

junpenglao / Planet_Sakaar_Data_Science

CamDavidsonPilon / lifestyles

AlexIoannides / pymc-stochastic-process

pollsposition / models

suriyadeepan / pm-pyro

MikeS96 / bayes_statististics

elizavetasemenova / EmbracingUncertainty

nakatsuma / python_for_bayes

narviis / bayesian-abtests-examples

IvanYashchuk / fenics-pymc3

JackCaster / Intro_to_PyMC3

martin-fabbri / colab-notebooks

AlexIoannides / pymc-advi-hmc-demo

bodywork-ml / bodywork-pymc3-project

moeyensj / atm

olivierzach / bayesian-marketing-attribution

wangruinju / Double-Fusion

petrushev / bayesian-modeling

dizcza / MCMC_BinaryNet

pymc-learn / pymc-learn-book

shkr / bayesian_regression

stracquadaniolab / baghera

jgoerner / advanced-statistics