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Probabilistic Programming And Bayesian Methods For Hackers ⭐ 26,097

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 ;)

Bayesian Modelling In Python ⭐ 2,202

A python tutorial on bayesian modeling techniques (PyMC3)

Bayesian Machine Learning ⭐ 1,587

Notebooks about Bayesian methods for machine learning

Doing_bayesian_data_analysis ⭐ 799

Python/PyMC3 versions of the programs described in Doing bayesian data analysis by John K. Kruschke

Experimental PyMC interface for TensorFlow Probability. Official work on this project has been discontinued.

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 Stats Modelling Tutorial ⭐ 601

How to do Bayesian statistical modelling using numpy and PyMC3

Bayesian Analysis with Python (Second Edition)

Dbda Python ⭐ 543

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

Scipy2014_tutorial ⭐ 281

Tutorial: Bayesian Statistical Analysis in Python

HDDM is a python module that implements Hierarchical Bayesian parameter estimation of Drift Diffusion Models (via PyMC).

Bayesian Analysis With Python ⭐ 201

Bayesian Analysis with Python by Packt

Pymc3_models ⭐ 134

Advance Bayesian Modelling With Pymc3 ⭐ 133

Pymc3_vs_pystan ⭐ 105

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

Bayesian Cognitive Modeling In Pymc3 ⭐ 90

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

Pymc Example Project ⭐ 87

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

Probabilisticprogrammingprimer ⭐ 77

Mcmc_pydata_london_2019 ⭐ 75

PyData London 2019 Tutorial on Markov chain Monte Carlo with PyMC3

Pymc3_quickstart_guide ⭐ 72

Pymc3_datasciencela ⭐ 62

PyMC3 tutorial for DataScience LA (January 2017)

Planet_sakaar_data_science ⭐ 53

A colourful collection of codes and notebooks, like Planet Sakaar

All That Likelihood With Pymc3 ⭐ 43

Pmml_pymcbn ⭐ 38

Pymc3_oslo ⭐ 34

Probabilistic programming in Python workshop at Oslo universitetssykehus HF

Flu Sequence Predictor ⭐ 34

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

PyMC3-like Interface for Pyro

Bayesian Analysis With Python ⭐ 30

《用Python做贝叶斯分析》

Pymc Data Umbrella ⭐ 23

Website: Data Umbrella & PyMC open source sessions

Toolbox for non-linear calibration modeling.

Pymc3_euss ⭐ 21

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

Bayesian Workflow With Pymc ⭐ 20

Repository with code, notebook and slides for my talk at PyConDE & PyData Berlin 2019

pyrff: Python implementation of random fourier feature approximations for gaussian processes

Probabilistic Programming Intro ⭐ 19

Intro_to_pymc3 ⭐ 16

Short introduction to Bayesian statistical modelling with PyMC3

Probability_and_statistics ⭐ 14

Course materials for PROBABILITY AND STATISTICS A/B

Covadapt ⭐ 13

Low rank adaptation of covariance matrices for nuts sampling in pymc3

Pymc_examples ⭐ 13

Small repo for WIP pymc examples

Bayesian Stats Simulation Tutorial ⭐ 11

Bayesian statistical modelling using numpy and PyMC3. Telling stories using the language of probability. And more!

Bayesball ⭐ 10

Bayesball: Bayesian analysis of batting average

Probablytensorflow ⭐ 9

A tutorial on Bayesian Inference with Tensorflow Probability

Pyndamics ⭐ 8

Python Numerical Dynamics Simulator

Scratch Implementations of Major Machine Learning Algorithms

Fully Bayesian Unfolding

Election_pycast ⭐ 6

PyMC3 implementation of Drew Linzer’s dynamic Bayesian election forecasting model

Cqs_machine_learning ⭐ 6

2018 CQS Summer Institute course in machine learning

Scalable Bayesian Modelling: A comparison

Questioning Strategy Classification ⭐ 6

Repository for AM207 final project

Bayesian With Python ⭐ 6

프로그래머를 위한 베이지안 with 파이썬

Maelstrom ⭐ 5

Forward modelling of pulsating stars in binaries

Pymc Advi Hmc Demo ⭐ 5

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

Statistical Rethinking ⭐ 5

Solutions to some of the problems in "Statistical Rethinking"

Bayesian Deep Learning ⭐ 5

Redistricting Pymc3 Pycon 2018 ⭐ 5

Code and notebooks for "Fighting Gerrymandering with PyMC3" from PyCon 2018

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