Tutorial: Probabilistic programming - a categorical tutorial (Sam Staton)

Tutorial talk for the Categorical Probability and Statistics workshop 2020: http://perimeterinstitute.ca/personal... Title: Probabilistic programming - a categorical tutorial (Sam Staton) Speaker: Sam Staton More general intros to probabilistic programming: https://arxiv.org/abs/1809.10756 https://probprog.github.io/anglican/ https://mc-stan.org/users/documentati... My notes on probabilistic programs as measures -- similar to this tutorial but with references. https://www.cs.ox.ac.uk/people/samuel... My lectures at OPLSS https://www.cs.uoregon.edu/research/s...    • Probabilistic programming: Bayesian Non-Pa...   Timings: 2:08. Generative models as probability kernels 22:01. Conditioning with likelihoods. 35:00. Subtleties with normalizing constants. 41:32. S-finite kernels.