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pymc

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 ;)

Jupyter Notebook
28092
1 年前

A python tutorial on bayesian modeling techniques (PyMC3)

Jupyter Notebook
2509
8 年前
pymc-labs/CausalPy

A Python package for causal inference in quasi-experimental settings

Python
1042
1 天前

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

Jupyter Notebook
868
5 年前

How to do Bayesian statistical modelling using numpy and PyMC3

Jupyter Notebook
670
3 年前
Python
183
3 年前

Solve ODEs fast, with support for PyMC

Jupyter Notebook
116
1 年前

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

Python
63
2 年前

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

Jupyter Notebook
36
2 年前

Toolbox for non-linear calibration modeling.

Jupyter Notebook
27
1 个月前

Website: Data Umbrella & PyMC open source sessions

Jupyter Notebook
26
1 年前

프로그래머를 위한 베이지안 with 파이썬

Jupyter Notebook
25
7 年前

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

Python
12
7 个月前

Mastering Gaussian Processes with PyMC

Jupyter Notebook
12
2 个月前

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

TeX
9
8 个月前

Baker Project: Dockerfile for Bayesian Analysis

Dockerfile
6
6 年前

Solutions to some of the problems in "Statistical Rethinking"

Jupyter Notebook
6
5 年前

Scalable Bayesian Modelling: A comparison

Jupyter Notebook
6
3 年前

Distributed differentiable graph computation using PyTensor

Python
5
23 天前

Tutorials for the synthetic control method for causal inference using PyMC

Jupyter Notebook
5
2 年前