bayes-intro

A short 3-that-turned-into-just-2 session intro to Bayesian statistics, particularly for astronomers. Originally prompted by the ISM*@ST group.

To get set up to do the examples you'll want to do: pip install -r requirements.txt, ideally in an environment manager of your choice.

Princeton astro grad seminar on statistical methods

A collection of Bayesian data analysis recipes using PyMC3

Code material for a data science tutorial

PyMC educational resources

Bayesian Methods in Astronomy workshop, presented at AAS227

Introduction to Python Tutorial at SciPy 2020

Introduction to Python tutorial at SciPy 2018

Presented at Scipy Conference 2019

Solutions and workflow for the Bayesian Statistics The Fun Way book in Python

Bayesian Estimation and Forecasting of Time Series in statsmodels, for Scipy 2022 conference

How to do Bayesian statistical modelling using numpy and PyMC3

An introduction to netcdf files in R, python, and matlab

Doing Bayesian statistics in Python!

A simple presentation and tutorial for basic python packaging.