pymc | Topic | Ecosyste.ms: Repos

Topic: "pymc"

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

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 ;)

Language: Jupyter Notebook - Size: 164 MB - Last synced at: 1 day ago - Pushed at: 10 months ago - Stars: 27,313 - Forks: 7,922

markdregan/Bayesian-Modelling-in-Python

A python tutorial on bayesian modeling techniques (PyMC3)

Language: Jupyter Notebook - Size: 15.7 MB - Last synced at: 5 days ago - Pushed at: almost 8 years ago - Stars: 2,493 - Forks: 411

pymc-labs/CausalPy

A Python package for causal inference in quasi-experimental settings

Language: Python - Size: 203 MB - Last synced at: about 17 hours ago - Pushed at: about 17 hours ago - Stars: 973 - Forks: 71

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

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

Language: Jupyter Notebook - Size: 52.4 MB - Last synced at: 11 days ago - Pushed at: almost 5 years ago - Stars: 850 - Forks: 256

ericmjl/bayesian-stats-modelling-tutorial

How to do Bayesian statistical modelling using numpy and PyMC3

Language: Jupyter Notebook - Size: 96.6 MB - Last synced at: 11 days ago - Pushed at: almost 3 years ago - Stars: 664 - Forks: 279

py-mine/PyMine-Server

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

Language: Python - Size: 46.3 MB - Last synced at: 15 days ago - Pushed at: over 2 years ago - Stars: 176 - Forks: 37

pymc-devs/sunode

Solve ODEs fast, with support for PyMC

Language: Jupyter Notebook - Size: 6.03 MB - Last synced at: 3 days ago - Pushed at: 12 months ago - Stars: 112 - Forks: 10

pymc-devs/symbolic-pymc

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

Language: Python - Size: 3.79 MB - Last synced at: 3 days ago - Pushed at: about 1 year ago - Stars: 62 - Forks: 8

ericmjl/flu-sequence-predictor

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

Language: Jupyter Notebook - Size: 120 MB - Last synced at: 11 days ago - Pushed at: over 1 year ago - Stars: 37 - Forks: 12

pymc-devs/pymc-data-umbrella

Website: Data Umbrella & PyMC open source sessions

Language: Jupyter Notebook - Size: 45.5 MB - Last synced at: 3 days ago - Pushed at: 11 months ago - Stars: 26 - Forks: 38

JuBiotech/calibr8

Toolbox for non-linear calibration modeling.

Language: Jupyter Notebook - Size: 8.56 MB - Last synced at: about 1 month ago - Pushed at: 5 months ago - Stars: 24 - Forks: 1

ExcelsiorCJH/Bayesian-with-Python

프로그래머를 위한 베이지안 with 파이썬

Language: Jupyter Notebook - Size: 27.7 MB - Last synced at: over 1 year ago - Pushed at: almost 7 years ago - Stars: 19 - Forks: 10

JBris/model-calibration-evaluation

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

Language: Python - Size: 4.18 MB - Last synced at: 16 days ago - Pushed at: about 1 month ago - Stars: 11 - Forks: 1

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

Baker Project: Dockerfile for Bayesian Analysis

Language: Dockerfile - Size: 2.74 MB - Last synced at: 5 months ago - Pushed at: over 5 years ago - Stars: 7 - Forks: 3

py-mine/PyMine-Server-example-plugin

An example plugin for the PyMine-Server plugin system

Language: Python - Size: 29.3 KB - Last synced at: 12 months ago - Pushed at: about 4 years ago - Stars: 6 - Forks: 1

petrushev/statistical-rethinking

Solutions to some of the problems in "Statistical Rethinking"

Language: Jupyter Notebook - Size: 4.13 MB - Last synced at: 16 days ago - Pushed at: over 4 years ago - Stars: 6 - Forks: 4

michaelosthege/pytensor-federated

Distributed differentiable graph computation using PyTensor

Language: Python - Size: 146 KB - Last synced at: 12 days ago - Pushed at: about 2 months ago - Stars: 4 - Forks: 0

n-kall/priorDB

PriorDB aims to make choosing a prior for a Bayesian model easier

Language: TeX - Size: 729 KB - Last synced at: about 2 months ago - Pushed at: 3 months ago - Stars: 4 - Forks: 0

matsunagalab/lecture_ML

Google colab notebooks used in a lecture on machine learning

Language: Jupyter Notebook - Size: 5.48 MB - Last synced at: 22 days ago - Pushed at: 9 months ago - Stars: 4 - Forks: 0

JBris/synthetic-control-pymc

Tutorials for the synthetic control method for causal inference using PyMC

Language: Jupyter Notebook - Size: 2.31 MB - Last synced at: 20 days ago - Pushed at: about 1 year ago - Stars: 4 - Forks: 0

OriolAbril/sphinx-primer

A sphinx primer for ArviZ and PyMC contributors

Language: Python - Size: 565 KB - Last synced at: 9 days ago - Pushed at: over 2 years ago - Stars: 4 - Forks: 0

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

Language: Jupyter Notebook - Size: 1.31 MB - Last synced at: over 1 year ago - Pushed at: about 7 years ago - Stars: 4 - Forks: 1

Nuclear-Verification-and-Disarmament/bicyclus

Bicyclus, a Bayesian Inference module for Cyclus

Language: Python - Size: 847 KB - Last synced at: 6 months ago - Pushed at: 6 months ago - Stars: 3 - Forks: 1

JBris/pymc-horseshoe

Horseshoe regression model fitted in PyMC.

Language: Jupyter Notebook - Size: 290 KB - Last synced at: about 2 months ago - Pushed at: about 1 year ago - Stars: 3 - Forks: 0

JBris/bayes-growth-bdd

Demonstrating the use of behavior-driven development (BDD) to Bayesian growth models for assumption tracking.

Language: Python - Size: 29.8 MB - Last synced at: 20 days ago - Pushed at: about 1 year ago - Stars: 3 - Forks: 0

GarrettMooney/pymc3_robust_regression

Robust Linear Regression with PyMC3

Language: Jupyter Notebook - Size: 448 KB - Last synced at: almost 2 years ago - Pushed at: over 7 years ago - Stars: 3 - Forks: 0

JBris/pymc-mlflow-deployment

Testing deployment of PyMC models using MLFlow and BentoML.

Language: Python - Size: 119 KB - Last synced at: about 2 months ago - Pushed at: about 1 year ago - Stars: 2 - Forks: 0

JBris/pymc_ode

Going through the tutorials for integrating PyMC with ODEs

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

cohensimpson/money

Replication materials for "The Relational Bases of Informal Financial Cooperation" (Simpson, In Prep.)

Language: Python - Size: 21.9 MB - Last synced at: about 2 years ago - Pushed at: about 2 years ago - Stars: 2 - Forks: 0

jhrcook/tumoroscope-pymc

Python package of the 'Tumoroscope' model implemented in PyMC.

Language: Python - Size: 1.86 MB - Last synced at: 13 days ago - Pushed at: over 2 years ago - Stars: 2 - Forks: 0

JBris/likelihood_free_hyperpriors_test

Testing out hyper-priors for likelihood-free methods

Language: Jupyter Notebook - Size: 354 KB - Last synced at: 4 days ago - Pushed at: 4 days ago - Stars: 1 - Forks: 0

pr38/pymc_cox_ph_notebook

cox proportional hazards implementation for pymc/pytensor

Language: Jupyter Notebook - Size: 224 KB - Last synced at: 5 days ago - Pushed at: 5 days ago - Stars: 1 - Forks: 0

oreum-industries/oreum_core

Core tools for use on client projects

Language: Python - Size: 468 KB - Last synced at: 5 days ago - Pushed at: 6 days ago - Stars: 1 - Forks: 0

tjhunter/levy-stable-jax

Lévy's alpha-stable distribution for the Jax numerical framework

Language: Jupyter Notebook - Size: 11.8 MB - Last synced at: 14 days ago - Pushed at: 10 months ago - Stars: 1 - Forks: 0

broesler/stats_rethinking

Python version of McElreath's Statistical Rethinking package

Language: Python - Size: 1.89 MB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 1 - Forks: 0

aaron1rcl/heteroscedastic_data

Various models and techniques to show how to handle heteroscedastic data

Language: Jupyter Notebook - Size: 1.49 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 1 - Forks: 1

dmarcelinobr/pollingland

Polling data for forecasting models 🇧🇷 🇦🇷 🇻🇪 🇺🇾

Language: HTML - Size: 270 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 1 - Forks: 0

abcSKY666/mcscript

Minecraft BE Edition Python Scripts

Language: Python - Size: 9.77 KB - Last synced at: almost 2 years ago - Pushed at: almost 2 years ago - Stars: 1 - Forks: 0

symeneses/SBM

Scalable Bayesian Modelling: A comparison

Language: Jupyter Notebook - Size: 219 KB - Last synced at: about 2 years ago - Pushed at: about 2 years ago - Stars: 1 - Forks: 0

mcavallaro/gLoop

Software supporting M. Cavallaro, et al., 3′-5′ crosstalk contributes to transcriptional bursting. Genome Biol 22, 56 (2021). https://doi.org/10.1186/s13059-020-02227-5

Language: R - Size: 1.31 MB - Last synced at: 7 days ago - Pushed at: almost 4 years ago - Stars: 1 - Forks: 0

suratpug/spug

Surat Python Users Group

Language: Jupyter Notebook - Size: 1.44 MB - Last synced at: 5 months ago - Pushed at: almost 5 years ago - Stars: 1 - Forks: 1

PyLadies-LosAngeles/2019-mar-14

Pi Day with PyLadies || How to Contribute to Open Source Projects & Networking @ Verizon Digital Media Services

Size: 4.88 KB - Last synced at: about 2 years ago - Pushed at: almost 6 years ago - Stars: 1 - Forks: 2

joshuacortez/bayesian-blog

Code and explanations on modeling a collegiate basketball tournament using pymc

Language: Jupyter Notebook - Size: 166 KB - Last synced at: 9 months ago - Pushed at: about 8 years ago - Stars: 1 - Forks: 0

nicolasperea1105/handcrafted-bayesian-stock-predictor

Forecasting retail inventory with handcrafted MCMC, PyMC, and traditional regression models — full pipeline from cleaning to deployment-ready output.

Language: Python - Size: 1.68 MB - Last synced at: 10 days ago - Pushed at: 10 days ago - Stars: 0 - Forks: 0

abdullahau/bayesian-analysis

Bayesian data analysis and causal inference using Python & PyMC

Language: HTML - Size: 685 MB - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 0 - Forks: 0

oreum-industries/oreum_copula

Reference Copula Regression Modelling using Bayesian inference and a Bayesian workflow, specifically using the `pymc` & `arviz` ecosystem.

Language: Jupyter Notebook - Size: 70.6 MB - Last synced at: 2 months ago - Pushed at: 2 months ago - Stars: 0 - Forks: 0

Gusmeira/Bayesian-Statistics

This repository focuses on learning Bayesian statistics through solutions to exercises from books, implemented using Python, PyMC, NumPy, Pandas, and Plotly.

Language: Jupyter Notebook - Size: 932 KB - Last synced at: 4 months ago - Pushed at: 4 months ago - Stars: 0 - Forks: 0

crisprin17/SensibleSleep

SensibleSleep is an open-source Python package that implements a Hierarchical Bayesian model for learning sleep patterns from smartphone screen-on events.

Language: Python - Size: 443 KB - Last synced at: 5 months ago - Pushed at: 5 months ago - Stars: 0 - Forks: 0

oreum-industries/oreum_survival

Reference Survival Regression Modelling using Bayesian inference and a Bayesian workflow, specifically using the `pymc` & `arviz` ecosystem.

Language: Jupyter Notebook - Size: 40.6 MB - Last synced at: 5 months ago - Pushed at: 5 months ago - Stars: 0 - Forks: 0

oreum-industries/oreum_cs_ons_slides

Public-facing slides only. Case Study: Bayesian Survival Regression, with E2E workflow, on a complicated, real-world dataset "ONS"

Language: HTML - Size: 5.53 MB - Last synced at: 5 months ago - Pushed at: 5 months ago - Stars: 0 - Forks: 0

oreum-industries/oreum_cs_lung_slides

Public-facing slides only. Case Study: Bayesian Survival Regression, with E2E workflow, on a complicated, real-world dataset "Lung"

Language: HTML - Size: 2.9 MB - Last synced at: 5 months ago - Pushed at: 5 months ago - Stars: 0 - Forks: 0

AhmetZamanis/BayesianModelingExperiments

Experimenting with Bayesian modeling using the PyMC package.

Language: Jupyter Notebook - Size: 26.8 MB - Last synced at: 2 months ago - Pushed at: 6 months ago - Stars: 0 - Forks: 0

viczommers/Bayesian-Golf

Choosing the best golf club using MCMC

Language: Jupyter Notebook - Size: 1.53 MB - Last synced at: 9 months ago - Pushed at: 9 months ago - Stars: 0 - Forks: 0

ZhijingEu/Customer_Lifetime_Values_BTYD_Modelling_PyMCMarketing

This a simple Customer Lifetime Value analysis using Buy Till You Die Modelling With PyMC Marketing library

Language: Jupyter Notebook - Size: 17.3 MB - Last synced at: 10 months ago - Pushed at: 10 months ago - Stars: 0 - Forks: 0

The model predicts the treatment success rate for new TB cases with high accuracy and robustness. Two different approaches: PCA and Bayesian Inference. The Bayesian regression analysis reveals that c_new_sp_tsr and new_sp_fail are significant predictors of the treatment success rate, while other predictors show less certainty in their effects.

Language: Jupyter Notebook - Size: 2.25 MB - Last synced at: 11 months ago - Pushed at: 11 months ago - Stars: 0 - Forks: 0