Efficient Bayesian inference with Hamiltonian Monte Carlo -- Michael Betancourt (Part 1)
In brief
Michael Betancourt's lecture at MLSS Iceland 2014 on efficient Bayesian inference with Hamiltonian Monte Carlo. It covers MCMC concepts and motivation and the problems of sampling in high-dimensional distributions.