Introduction to probabilistic programming

Computations for the bayesian linear regression example are available in the PyMC3 notebook, as well as additional links for related subjects.

The second example is a slightly modified version of this PyMC3 doc example by Thomas Wiecki.

Links in the talk:

1. Edward library about the Box loop
2. Prophet by Facebook
3. Deep Learning Is Not Good Enough, We Need Bayesian Deep Learning for Safe AI
4. Bayes theorem
5. Introduction to bayesian linear regression

Additional resources:

1. Probabilistic Programming & Bayesian Methods for Hackers
2. Gelman et. al: Bayesian Data Analysis