Probabilistic Programming

Created: Dec 03, 2018 by Pradeep Gowda Updated: Oct 20, 2023 Tagged: probability · programming

“What is the TL;DR of Probabilistic programming” (via HN)

Reading List – MIT Probabilistic Computing Project

What is probabilistic programming? - O’Reilly Media. So It Begins: Darpa Sets Out to Make Computers That Can Teach Themselves | WIRED

Probabilistic programming language - Wikipedia

Practical Probabilistic Programming by Avi Pfeffer who also created the Figaro language [PDF].

Probabilistic Programming Wiki

[1809.10756] An Introduction to Probabilistic Programming by Jan-Willem van de Meent, Brooks Paige, Hongseok Yang, Frank Wood; a 200+ page tutorial.

Online / programming env

• The Anglican Probabilistic Programming System
• WebPPL - probabilistic programming for the web
• Introduction. — ProbLog: Probabilistic Programming

Courses

• Probabilistic Programming (Cornell 2016fa)
• CS109 | Probability for Computer Scientists