Machine Learning, Variational Inference, Bayesian Statistics, Artificial Intelligence.
model count data using a Poisson likelihood and control for overfitting using on using a Laplace (non-conjugate) prior. Thankfully, a solution as old as the first computers comes to the rescue: Markov Chain Monte Carlo (MCMC). Markov Chain Monte Carlo Markov Chain Monte Carlo can be described with