A demonstration of MCMC and importance sampling in the context of Bayesian linear regression.
The notebook uses PyMC3 for MCMC and a simple implementation of importance sampling.
Theoretical details are based on the excellent lecture by Nando de Freitas:
https://www.youtube.com/watch?v=TNZk8lo4e-Q