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61 search results found

Bayesian Modelling In Python ⭐ 2,202

A python tutorial on bayesian modeling techniques (PyMC3)

Causalpy ⭐ 690

A Python package for causal inference in quasi-experimental settings

Statistical Rethinking With Python And Pymc3 ⭐ 674

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

Bayesian Analysis with Python (Second Edition)

Scipy2014_tutorial ⭐ 281

Tutorial: Bayesian Statistical Analysis in Python

Cell2location ⭐ 237

Comprehensive mapping of tissue cell architecture via integrated single cell and spatial transcriptomics (cell2location model)

Pm Prophet ⭐ 236

GAM timeseries modeling with auto-changepoint detection. Inspired by Facebook Prophet and implemented in PyMC3

Timeseers ⭐ 212

Time should be taken seer-iously

Bayesian Analysis With Python ⭐ 201

Bayesian Analysis with Python by Packt

Pymc Learn ⭐ 151

pymc-learn: Practical probabilistic machine learning in Python

Pymine Server ⭐ 141

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

Bayesian estimation supersedes the t test

Pythonmcmc ⭐ 119

A list of Python-based MCMC & ABC packages

Python Mle ⭐ 94

A Python package for performing Maximum Likelihood Estimates

Pymc Example Project ⭐ 87

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

Bayesian dessert for Lasagne

Gpustats ⭐ 84

Library for GPU-related statistical functions

Pymc Examples ⭐ 73

PyMC Example Notebooks

Pymc3 Hmm ⭐ 72

Hidden Markov models in PyMC3

Snake Charmer ⭐ 68

A self-contained Python workbench for scientific programming, data mining, maths, stats and visualization

Kabuki is a Python toolbox that allows easy creation of hierarchical Bayesian models for the cognitive sciences.

Bayesdataanalysiswithpymc ⭐ 64

Python (PyMC) adaptation of the R code from "Doing Bayesian Data Analysis"

Phoenics ⭐ 46

Phoenics: Bayesian optimization for efficient experiment planning

Decorator for PyMC3

An interior-point method written in python for solving constrained and unconstrained nonlinear optimization problems.

A web interface for exploring PyMC3 traces

Symbolic Pymc ⭐ 40

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

Bayesian Irt ⭐ 40

Example code for doing MIRT (multidimensional item response theory) simulations in Python using PyMC

Littlemcmc ⭐ 40

A lightweight and performant implementation of HMC and NUTS in Python, spun out of the PyMC project.

Dismod_mr ⭐ 34

An Integrative Metaregression Framework for Descriptive Epidemiology

Montetheano ⭐ 33

Bayesian mixed-effects modeling of fMRI data in Python

Bayesian Analysis With Python ⭐ 30

《用Python做贝叶斯分析》

Statistical Modeling For Data Analysis With Python ⭐ 29

久保先生の本「データ解析のための統計データモデリング」のRコードをpythonで。

Pymc_tutorial ⭐ 27

PyMC Tutorial for SciPy 2011

Ps Toolkit ⭐ 26

Parsing Science Toolkit

Simulation_based_calibration ⭐ 26

Implementation of simulation based calibration in PyMC3

Python_for_bayes ⭐ 23

「Pythonによるベイズ統計学入門」の正誤表とPythonコード

Pysterior ⭐ 23

Bayesian supervised learning in Python

An interactive visualization tool that transforms probabilistic programming models into an "Interactive Probabilistic Models Explorer".

Pymc Data Umbrella ⭐ 23

Website: Data Umbrella & PyMC open source sessions

Pymc3_euss ⭐ 21

Course in Probabilistic Programming in Python for the 2018 EU Summer School

PyPGMC: Fast discrete inference submodels for PyMC and PyMC3

Probabilistic Programming And Bayesian Methods For Hackers ⭐ 17

Clone of book Probabilistic Programming and Bayesian Methods for Hackers by CamDavidsonPilon

Machinelearning ⭐ 15

some machine learning algorithm I implemented before.

Experimental package that eventually became PyMC3 (https://github.com/pymc-devs/pymc3)

Probability_and_statistics ⭐ 14

Course materials for PROBABILITY AND STATISTICS A/B

Pymc Multilevel Example ⭐ 12

Example Multilevel Model in PyMC

Uncertainty Quantification and Sensitivity Analysis Tool

Kalkayotl ⭐ 9

This repository contains a code to infer distances to stellar clusters and its stars from Gaia parallaxes.

Superseded by emcee

Bayesianfridge ⭐ 8

Sequential Monte Carlo sampler for PyMC2 models.

Normal Comparison ⭐ 8

Hello World examples comparing pymc3, pystan, and edward

Pymc_bayes_factor ⭐ 8

Compute Bayes Factor for PyMC model selection

An implementation Bayesian global optimization in Python

Python package for fitting of O-C diagrams.

Bayesian With Python ⭐ 6

프로그래머를 위한 베이지안 with 파이썬

Cqs_machine_learning ⭐ 6

2018 CQS Summer Institute course in machine learning

Pymc Example Tfr Hdi ⭐ 6

Example PyMC Project - Replication of the TFR-HDI controversy

Statistical Rethinking ⭐ 5

Solutions to some of the problems in "Statistical Rethinking"

Pymc Advi Hmc Demo ⭐ 5

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

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