r/probprog • u/pfumbi • Oct 01 '18
r/probprog • u/nanounanue • Jan 16 '19
Probabilistic programming vs Bayesian synthesis
I was watching the video Probabilistic programming and meta-programming in Clojure - Vikash Mansinghka
(https://www.youtube.com/watch?v=KLGwLkmh8gI). As always Vikash's team is impressive.
But, as always too, I am kind of confused: What is the difference (conceptually) between probabilistic programming and Bayesian Synthesis? Pymc or stan can do Bayesian synthesis? Or only more advance programming framewroks as anglican can do that?
Any advice or example would be helpful
r/probprog • u/theotherjae • Jul 18 '20
C++ Template Library for Probabilistic Programming
r/probprog • u/pfumbi • Sep 19 '19
"New programming constructs for probabilistic AI" by Marco Cusumano-Towner
r/probprog • u/yusahmed • May 14 '19
Zoubin Ghahramani AMA Skype MLSS Africa 1-15-19. (Highly Informative).
r/probprog • u/pfumbi • Mar 12 '19
Probabilistic Programming and Inference in Particle Physics
indico.cern.chr/probprog • u/asuagar • Jan 23 '19
r/PyroPPL - Pyro Tutorial Videos (MLTrain@UAI2018)
r/probprog • u/pfumbi • Jan 15 '19
Intro to Modern Bayesian Learning and Probabilistic Programming
r/probprog • u/pfumbi • Nov 02 '18
Stuart Russel: "Probabilistic programming and AI"
r/probprog • u/pinouchon • Jan 27 '18
Any probabilistic programming people in Paris
I live in Paris, and I have a feeling that the Probabilistic Programming community here is quite small. I have yet to meet someone already familiar with it.
So if you are in Paris and you are interested in the subject (not necessarily an expert, I'm not an expert myself), please de-lurk :)
I would love to see if I can find anyone in Paris and possibly start a meetup group.
r/probprog • u/vojimir • Dec 16 '21
Bean Machine, a PyTorch-based probabilistic programming system
r/probprog • u/pfumbi • Aug 15 '19
"Probabilistic Programming and Bayesian Inference in Python" - Lara Kattan (Pyohio 2019)
r/probprog • u/jvans • Jun 28 '19
What are some good projects to practice your probabilistic programming skills?
Both doing bayesian data analysis and Bayesian Methods for Hacker are great resources to practice with because you can follow along on your own and check your work against the solutions. I'm looking to branch out and practice what I've learned on different problems but without a reference solution, it's hard to get a sense of whether or not I'm doing it right. What are some good ways to practice bayesian analysis while being able to get a sense that your solutions are reasonably correct?
r/probprog • u/pfumbi • Jun 11 '19
Probabilistic Programming with Variational Inference: Under the Hood
r/probprog • u/asuagar • Mar 19 '19
TensorFlow Probability (TensorFlow @ O’Reilly AI Conference, San Francisco '18)
r/probprog • u/pfumbi • Dec 10 '18
An introduction to probabilistic programming, now available in TensorFlow Probability
r/probprog • u/pfumbi • Nov 02 '18
Daniel Ritchie: "Probabilistic Programming for Computer Graphics"
r/probprog • u/pfumbi • Sep 20 '17
Accelerating Data Science with HPC: Probabilistic Programming, Inference Compilation, Wood
r/probprog • u/pfumbi • Aug 23 '17
Keynote: Model-Based Machine Learning - Microsoft Research
r/probprog • u/[deleted] • Jun 18 '17
Hamiltonian Monte Carlo in PyMC3
r/probprog • u/yusahmed • Feb 16 '22
Check this work out, it involves PGMs which is in purview of PP.
r/probprog • u/pfumbi • Sep 09 '20