Essay on Hamiltonian Monte Carlo in PyMC3
See here for the talk, or bayes_talk.key for the keynote slides.
bayes_talk.key
How to do Bayesian statistical modelling using numpy and PyMC3
Self-tuning HMC algorithms and evaluations
Unbiased MCMC with couplings
Jupyter notebooks for demo/projects, now that github supports them
A comparison of PPL APIs
aka "Bayesian Methods for Hackers": An introduction to Bayesian methods + probabilistic programmi...
Introduction to quantum Monte Carlo. From the foundations to state-of-the-art Restricted Boltzman...
PyMC educational resources
Doing Bayesian statistics in Python!
Examples of applied machine learning
A collection of Bayesian data analysis recipes using PyMC3
Continuously tempered Hamiltonian Monte Carlo
2014: Variational Monte Carlo for the harmonic oscillator, helium, hydrogen and H2 - IPython not...
bayesian graphical modelling and a bit of do-calculus for discrete data.
A simple pytorch implementation of Langevin Monte Carlo algorithms.