Bayesian Methods for Hackers : An intro to Bayesian methods + probabilistic programming with a computation/understanding-first, mathematics-second point of view.
A. Souza, L. Nardi, L. Oliveira, K. Olukotun, M. Lindauer, and F. Hutter. Proceedings of the European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML-PKDD), (September 2021)To appear.