Probabilistic Programming

concepts · 5 notes linked

Related: Bayesian Inference · Pymc · Mcmc · Github · Markov Chain Monte Carlo · Stan · Webppl · Jake Vanderplas

Notes

• Frequentism and Bayesianism IV: How to be a Bayesian in Python — Comparing emcee, PyMC, and PyStan for Bayesian MCMC in Python
• GitHub - CamDavidsonPilon/Probabilistic-Programming-and-Bayesian-Methods-for-Hackers: aka \"Bayesian Methods for Hackers\ — Open-source computation-first Bayesian inference book using PyMC
• The Stan Forums — Community Q&A forum for the Stan probabilistic programming language
• Using PyMC3 — Hands-on PyMC3 tutorial covering MCMC samplers and Bayesian models
• WebPPL — JavaScript-embedded probabilistic programming language for Bayesian modeling