This repository features two Jupyter Notebooks detailing implementations of Bayesian data analysis in Python both with and without MCMC.
In each notebook we consider two problems: finding the most likely probability of heads based on numerous coin flips and calculating the likely position of a lighthouse based on the photon positions measured along the coast.