GitHub topics: pymc3

Repositories

hza3o/Covid-19_Dashboard

Using Tableau

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gitony0101/X4DS

Python & Julia port of codes in excellent R books

Language: Jupyter Notebook - Size: 359 MB - Last synced at: 6 days ago - Pushed at: 7 days ago - Stars: 1 - Forks: 0

probml/pyprobml

Python code for "Probabilistic Machine learning" book by Kevin Murphy

Language: Jupyter Notebook - Size: 4.88 GB - Last synced at: 18 days ago - Pushed at: 6 months ago - Stars: 6,731 - Forks: 1,559

junpenglao/GLMM-in-Python

Generalized linear mixed-effect model in Python

Language: Jupyter Notebook - Size: 11.6 MB - Last synced at: 11 days ago - Pushed at: over 6 years ago - Stars: 178 - Forks: 47

aloctavodia/BAP

Bayesian Analysis with Python (Second Edition)

Language: Jupyter Notebook - Size: 184 MB - Last synced at: 29 days ago - Pushed at: over 1 year ago - Stars: 657 - Forks: 248

Daniel-Andarge/AiML-brent-oil-price-analysis

This project analyzes Brent oil prices from 1987-2022, detecting structural changes and associating them with major events to provide data-driven insights for the energy industry.

Language: Jupyter Notebook - Size: 11.5 MB - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 1 - Forks: 0

exoplanet-dev/exoplanet

Fast & scalable MCMC for all your exoplanet needs!

Language: Python - Size: 14.8 MB - Last synced at: 9 days ago - Pushed at: 13 days ago - Stars: 215 - Forks: 53

pymc-learn/pymc-learn

pymc-learn: Practical probabilistic machine learning in Python

Language: Python - Size: 6.3 MB - Last synced at: about 1 month ago - Pushed at: over 4 years ago - Stars: 228 - Forks: 22

jgoerner/distribution-cheatsheet

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

Language: Jupyter Notebook - Size: 5.48 MB - Last synced at: about 1 month ago - Pushed at: over 7 years ago - Stars: 66 - Forks: 21

pedroteixeiraw/Predicting_Football_Match_Results

This project focuses on modelling the attacking and defensive strength of teams in the Portuguese First League of Football, along with the impact of home advantage.

Language: Jupyter Notebook - Size: 523 KB - Last synced at: about 1 month ago - Pushed at: about 2 months ago - Stars: 0 - Forks: 0

AlexIoannides/pymc-stochastic-process

Bayesian Inference and parameter estimation in quant finance.

Language: Jupyter Notebook - Size: 449 KB - Last synced at: about 1 month ago - Pushed at: about 6 years ago - Stars: 42 - Forks: 11

AlexIoannides/pymc-example-project

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

Language: Jupyter Notebook - Size: 77.3 MB - Last synced at: about 1 month ago - Pushed at: about 6 years ago - Stars: 105 - Forks: 18

dirmeier/structure-learning-with-pymc

Demo how one could use PyMC3 to learn the structure of a Bayesian network.

Language: Python - Size: 275 KB - Last synced at: about 1 month ago - Pushed at: almost 5 years ago - Stars: 8 - Forks: 4

AmpersandTV/pymc3-hmm

Hidden Markov models in PyMC3

Language: Python - Size: 5.51 MB - Last synced at: 16 days ago - Pushed at: about 1 year ago - Stars: 99 - Forks: 13

jhrcook/pymc3-stan-comparison

Comparing the performance of the probabilistic programming languages PyMC3 and Stan.

Language: Python - Size: 15.6 MB - Last synced at: about 1 month ago - Pushed at: over 3 years ago - Stars: 6 - Forks: 1

github/covid19-dashboard 📦

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

Language: Jupyter Notebook - Size: 737 MB - Last synced at: 4 months ago - Pushed at: 12 months ago - Stars: 1,638 - Forks: 416

petrushev/statistical-rethinking

Solutions to some of the problems in "Statistical Rethinking"

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wangruinju/Double-Fusion

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

Language: Python - Size: 4.74 MB - Last synced at: 6 months ago - Pushed at: over 5 years ago - Stars: 12 - Forks: 2

mpdylan/INFO510-public

Public course materials for INFO 510

Language: Jupyter Notebook - Size: 116 MB - Last synced at: 3 months ago - Pushed at: over 3 years ago - Stars: 7 - Forks: 6

elizavetasemenova/EmbracingUncertainty

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

Language: Jupyter Notebook - Size: 2.9 MB - Last synced at: 11 days ago - Pushed at: about 3 years ago - Stars: 30 - Forks: 14

tanmay-sarkar-hub/probabilistic_programming

This is a repository of introductory examples where probabilistic programming has been used

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olivierzach/bayesian-marketing-attribution

Marketing attribution using Bayesian credible sets and regression methods

Language: Python - Size: 267 KB - Last synced at: 3 months ago - Pushed at: almost 5 years ago - Stars: 15 - Forks: 4

Priesemann-Group/covid19_inference

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

Language: Jupyter Notebook - Size: 50.1 MB - Last synced at: 9 days ago - Pushed at: almost 2 years ago - Stars: 73 - Forks: 70

junpenglao/Planet_Sakaar_Data_Science

A colourful collection of codes and notebooks, like Planet Sakaar

Language: Jupyter Notebook - Size: 163 MB - Last synced at: 5 days ago - Pushed at: about 2 years ago - Stars: 55 - Forks: 12

JWarmenhoven/DBDA-python

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

Language: Jupyter Notebook - Size: 73.9 MB - Last synced at: 9 months ago - Pushed at: over 3 years ago - Stars: 669 - Forks: 264

4dcu-be/ClassifyingPenguins

Notebooks to classify the Palmer's penguin dataset using PyMC3

Language: Jupyter Notebook - Size: 28.2 MB - Last synced at: 12 months ago - Pushed at: about 3 years ago - Stars: 0 - Forks: 0

4dcu-be/BayesianSalesAnalysis

Assessing the impact of new releases and COVID-19 on KeyForge sales

Language: Jupyter Notebook - Size: 21.9 MB - Last synced at: 12 months ago - Pushed at: over 3 years ago - Stars: 1 - Forks: 0

nsrwashere/STAT322-Activities

School activities on application of Bayesian Statistics in Python.

Language: Python - Size: 12.7 KB - Last synced at: 12 months ago - Pushed at: 12 months ago - Stars: 0 - Forks: 0

HROlive/Introduction-to-Bayesian-Statistical-Learning

Concepts of Bayesian Statistics, Bayesian inference, computational techniques and knowledge about the different types of models as well as model selection procedures.

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gaddamanil16/Latent-Dirichlet-Allocation

Language: Python - Size: 3.91 KB - Last synced at: about 1 year ago - Pushed at: almost 7 years ago - Stars: 1 - Forks: 1

brandonwillard/symbolic-pymc3 📦

Symbolic mathematics for Bayesian modeling in PyMC3 and Theano

Language: Python - Size: 203 KB - Last synced at: about 1 year ago - Pushed at: about 6 years ago - Stars: 0 - Forks: 1

pollsposition/dashboards

Electoral forecasting dashboards

Language: Jupyter Notebook - Size: 18.9 MB - Last synced at: about 1 year ago - Pushed at: almost 3 years ago - Stars: 5 - Forks: 0

chinghao0703/Bayesian-Inference-covid-antibody-test

Language: HTML - Size: 708 KB - Last synced at: about 1 year ago - Pushed at: almost 5 years ago - Stars: 1 - Forks: 0

danhey/maelstrom

Forward modelling of pulsating stars in binaries

Language: Jupyter Notebook - Size: 224 MB - Last synced at: 9 days ago - Pushed at: almost 5 years ago - Stars: 7 - Forks: 1

knottwill/Bayesian-NUTS

Bayesian inference using the No-U-Turn sampler.

Language: Python - Size: 1.87 MB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 0 - Forks: 0

bodywork-ml/bodywork-pymc3-project 📦

Serving Uncertainty with Bayesian inference, using PyMC3 with Bodywork

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herereadthis/Sagaxus

User Behavior Analytics, A/B Testing

Language: Python - Size: 1.79 MB - Last synced at: about 1 year ago - Pushed at: over 2 years ago - Stars: 1 - Forks: 0

CarolMoore19/Business-Self-Sanctioning-of-Russia

Bayesian Machine Learning with PYMC3. Data from the Kyiv School of Economics.

Language: Jupyter Notebook - Size: 7.51 MB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 1 - Forks: 0

dizcza/MCMC_BinaryNet

Markov Chain Monte Carlo binary network optimization

Language: Python - Size: 688 KB - Last synced at: 8 months ago - Pushed at: over 3 years ago - Stars: 9 - Forks: 3

petrushev/bayesian-modeling

Case studies with Bayesian methods

Language: Jupyter Notebook - Size: 16.6 MB - Last synced at: about 1 month ago - Pushed at: almost 2 years ago - Stars: 10 - Forks: 2

pradeepsinngh/Notes-on-Bayesian-Inference

My notes on Bayesian Inference and Probabilistic Programming.

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al11588/HowToCreateCoinTossExperiment

How To Create Coin Toss Experiment

Language: Jupyter Notebook - Size: 222 KB - Last synced at: about 1 year ago - Pushed at: over 6 years ago - Stars: 0 - Forks: 0

AlexIoannides/pymc-advi-hmc-demo

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

Language: Jupyter Notebook - Size: 397 KB - Last synced at: about 1 month ago - Pushed at: over 6 years ago - Stars: 14 - Forks: 4

Vaneeza-7/Bayesian-Statistics-Regression-Models-in-pymc3 📦

Bayesian Statistics: Linear Regression and multi-linear models and related concepts (multicollinearity, correlation coefficient etc) on iris dataset in pymc3

Language: Jupyter Notebook - Size: 188 KB - Last synced at: 18 days ago - Pushed at: over 1 year ago - Stars: 0 - Forks: 0

elisiojsj/Data-Science

Examples of data science analysis and model building

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pollsposition/models

Forecasting 🇫🇷 elections with Bayesian statistics 🥳

Language: Jupyter Notebook - Size: 1 GB - Last synced at: about 1 year ago - Pushed at: about 3 years ago - Stars: 35 - Forks: 4

JBris/pymc_ode

Going through the tutorials for integrating PyMC with ODEs

Language: Jupyter Notebook - Size: 4.28 MB - Last synced at: 2 months ago - Pushed at: about 1 year ago - Stars: 2 - Forks: 0

nicospinu/bayesian-dnt

A Bayesian hierarchical model for the mechanistic prediction of developmental neurotoxicity

Language: Jupyter Notebook - Size: 229 MB - Last synced at: about 1 year ago - Pushed at: over 3 years ago - Stars: 0 - Forks: 0

severintroesch/bayesian_glm_pymc3

bayesian modelling on google colab - mindfulness data (bayesian general linear model)

Language: Jupyter Notebook - Size: 896 KB - Last synced at: about 1 year ago - Pushed at: over 5 years ago - Stars: 1 - Forks: 1

stracquadaniolab/baghera

Bayesian Gene Heritability Analysis from GWAS summary statistics

Language: Python - Size: 240 KB - Last synced at: 8 days ago - Pushed at: over 3 years ago - Stars: 9 - Forks: 0

MikeS96/bayes_statististics

Bayesian Statistics MOOC by Coursera - Solutions in Python

Language: Jupyter Notebook - Size: 34.4 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 29 - Forks: 5

akrm3008/essential-search

Use this to determine the optimal route to go on a search for shortage struck essential commodities (gasoline, water, toilet paper etc.) using information from social media

Language: Python - Size: 34.2 KB - Last synced at: over 1 year ago - Pushed at: over 4 years ago - Stars: 0 - Forks: 0

suriyadeepan/pm-pyro

PyMC3-like Interface for Pyro

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inoueakimitsu/wbic_bml

Statistical Causal Inference Library using Bayesian Mixed LiNGAM and WBIC

Language: Python - Size: 22.5 KB - Last synced at: 5 days ago - Pushed at: almost 7 years ago - Stars: 4 - Forks: 1

balazsrobi/bayesianneuralnetworks

Two different classification task solved with bayesian neural networks using PyMC3 as part of my MSc thesis. It was inspired by Thomas Wiecki blog post, thanks for his contribution.

Language: Jupyter Notebook - Size: 912 KB - Last synced at: over 1 year ago - Pushed at: about 7 years ago - Stars: 0 - Forks: 0

suvrat-rao12/storage-ring-gravitational-wave-observatory

Simulating the detection of millihertz (mHz) gravitational waves (GWs) from astrophysical sources by a Storage Ring Gravitational-wave Observatory (SRGO).

Language: Python - Size: 1.34 MB - Last synced at: 29 days ago - Pushed at: over 1 year ago - Stars: 2 - Forks: 2

kyohashi/model_selection

Determine the number of clusters by GMM and Bayesian Information Criteria like WAIC.

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davesamer/causal-inference-pymc

Language: Jupyter Notebook - Size: 526 KB - Last synced at: over 1 year ago - Pushed at: over 2 years ago - Stars: 0 - Forks: 0

dvav/clonosGP

A statistical approach for clonal deconvolution in cancer using longitudinal NGS data

Language: Jupyter Notebook - Size: 1.86 MB - Last synced at: 23 days ago - Pushed at: almost 5 years ago - Stars: 7 - Forks: 0

CamDavidsonPilon/lifestyles

Work-In-Progress: conjoint analysis in Python

Language: Python - Size: 16.6 KB - Last synced at: about 1 month ago - Pushed at: about 7 years ago - Stars: 52 - Forks: 11

fickaz/Crowdedness-at-gym

Data exploration, statistical estimation, bayesian stats.

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Javihaus/COVID19-Spain

Bayesian analysis of COVID19 evolution in Spain

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Javihaus/Advanced-Time-series-analysis

Advance Time Series Analysis using Probabilistic Programming, Auto Regressive Neural Networks and XGBoost Regression.

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JoomiK/ChangePointAnalysis

Estimating when an event occurred and uncertainty with MCMC

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JoomiK/ABTesting

Comparing test scores between groups and estimating uncertainty in differences with Bayesian methods.

Language: Jupyter Notebook - Size: 315 KB - Last synced at: over 1 year ago - Pushed at: over 8 years ago - Stars: 1 - Forks: 1

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

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Hossein-1991/Bayesian-physcis

This is a python-based version of the following book: 'Bayesian methods for the physical science'

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Ellie190/Heart-Disease-Project-AML

A Machine Learning Web Application to help health practitioners solve the problem of heart disease diagnosis using probabilistic machine learning methods.

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cnai-ds/Experimentation-Product-Analysis

Demonstration of experimentation analysis approach, including A/B testing, A/A testing, and quasi-experimental testing for data driven product decision making.

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asifzubair/gsoc Fork of numfocus/gsoc

Numfocus Google Summer of Code Materials

Language: TeX - Size: 2.36 MB - Last synced at: over 1 year ago - Pushed at: about 8 years ago - Stars: 0 - Forks: 0

drbenvincent/pymc3-demo-code

Random PyMC3 demos

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shkr/bayesian_regression

Bayesian Regression Models using pymc3

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jonsedar/pymc3_examples

Updated repo for self-contained pymc3 examples

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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

Language: Python - Size: 184 KB - Last synced at: almost 2 years ago - Pushed at: almost 2 years ago - Stars: 23 - Forks: 14

ftmoztl/probabilistic-programming-for-marketing-with-PyMC3

GLM and Multilevel Models application to predict the success of bank telemarketing

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mathigatti/EmotionsInferenceWithMicrosoftBand

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

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nanohanno/Bayesian-Bundesliga

Hierarchical probabilistic model for football statistics

Language: Jupyter Notebook - Size: 487 KB - Last synced at: almost 2 years ago - Pushed at: over 6 years ago - Stars: 0 - Forks: 1

jhrcook/pymc3-tutorials

A collection of Juypter notebooks that serve as my notes on tutorials and examples for PyMC3.

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jgoerner/advanced-statistics

Source code for the module "Advanced Statistics" 📊

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narviis/bayesian-abtests-examples

Bayesian AB Tests Examples

Language: Jupyter Notebook - Size: 104 KB - Last synced at: 6 months ago - Pushed at: about 3 years ago - Stars: 22 - Forks: 5

marl2en/cancer

Analysis by gender, age group, cancer type and prediction

Language: Python - Size: 26.6 MB - Last synced at: almost 2 years ago - Pushed at: about 2 years ago - Stars: 0 - Forks: 0

marl2en/predictFuture

demonstration of uni-variate time series prediction by predicting monthly births in Sweden for the next 12 months

Language: Python - Size: 9.02 MB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 0 - Forks: 0

torressa/glovo 📦

Some work I did for an interview for a job as a data scientist optimisation specialist

Language: Python - Size: 892 KB - Last synced at: about 1 month ago - Pushed at: almost 5 years ago - Stars: 3 - Forks: 0

goodhamgupta/dbda_python

Notes and solutions for DBDA in Python3/PyMC3

Language: Jupyter Notebook - Size: 17 MB - Last synced at: about 1 year ago - Pushed at: over 2 years ago - Stars: 1 - Forks: 0

neelsoumya/bayesian_inference_linear_mixed_effect_models_pymc3

Example code to perform linear mixed effects regression in a Bayesian setting using the PyMc3 framework

Language: Python - Size: 924 KB - Last synced at: 3 months ago - Pushed at: over 2 years ago - Stars: 2 - Forks: 0

jhrcook/bayesian-analysis-with-python_e2

My notes on "Bayesian Analysis with Python" (edition 2) by Osvaldo Martin.

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deephaven/covid-19-sir-modelling

Uses Markov chain Monte Carlo to estimate the parameters of an SIR model with COVID-19 data

Language: Jupyter Notebook - Size: 9.13 MB - Last synced at: about 1 month ago - Pushed at: over 4 years ago - Stars: 4 - Forks: 1

junpenglao/Bayesian-Cognitive-Modeling-in-Pymc3 📦

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

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caheredia/caheredia.github.io

Cristian Heredia | Data exploration expert, maximizing signal-to-noise through storytelling. Ask me how to use data to inform the business decisions.

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IvanYashchuk/fenics-pymc3 📦

Differentiable interface to FEniCS for PyMC3

Language: Python - Size: 60.5 KB - Last synced at: about 2 years ago - Pushed at: over 2 years ago - Stars: 18 - Forks: 3

Related Keywords

pymc3 136 bayesian-inference 46 python 43 probabilistic-programming 25 bayesian-statistics 24 mcmc 24 data-science 19 statistics 15 machine-learning 13 bayesian 10 bayesian-data-analysis 9 jupyter-notebook 8 bayesian-methods 8 pymc 7 scikit-learn 7 causal-inference 7 hierarchical-models 6 covid-19 5 time-series 5 pandas 5 python3 5 bayesian-analysis 5 tensorflow-probability 4 stan 4 arviz 4 variational-inference 4 markov-chain-monte-carlo 4 numpy 4 gaussian-processes 4 linear-regression 4 pymc4 4 astrophysics 3 astronomy 3 matplotlib 3 theano 3 scipy 3 frequentist-statistics 3 multilevel-models 3 ab-testing 3 markov-chain 3 seaborn 3 r 3 data-visualization 3 altair 3 data-visualisation 3 pyro 3 pytorch 3 data-analysis 3 analytics 2 bioinformatics 2 dirichlet-process-mixtures 2 docker 2 generalized-linear-models 2 fastpages 2 pystan 2 vae 2 colab 2 causality 2 sphinx 2 jags 2 github-pages 2 statistical-analysis 2 julia 2 bayes 2 tensorflow 2 time-series-analysis 2 model 2 regression 2 monte-carlo 2 health 2 gurobipy 2 bayesian-network 2 bayesian-modelling 2 mcmc-sampler 2 nteract 2 sshelper 1 physiological-signals 1 physiological-data 1 microsoft-band-2 1 microsoft-band 1 pharma 1 microsoft 1 examples 1 tutorials 1 statistical-rethinking 1 multivariate 1 univariate 1 abtest 1 cancer 1 uncertainty-quantification 1 cancer-research 1 prediction 1 ssm 1 statespace 1 assignment-problem 1 glovo 1 optimisation 1 scenario-generation 1 keras-neural-networks 1 keras 1