Before revision:  We illustrate the application of Hamiltonian Monte Carlo and Variational Inference using the freely available software Stan . The methods are applied to real data from outbreaks as well as routinely collected observations.
After revision:  We illustrate the application of Hamiltonian Monte Carlo and Variational Inference using the freely available Stan software. We apply the two methods to real data from outbreaks as well as routinely collected observations.