Applied Bayesian Data Analysis
Roundup
David Tolpin,
david.tolpin@gmail.com
Probabilistic programming frameworks
Turing
(Julia)
Gen
(Julia)
Pyro/NumPyro
(Python)
Stan
Anglican
(Clojure)
Infergo
(Go)
Course summary
Fundamentals
Building blocks
Approximate computation
Priors
Hierarchical models
,
cont.
Model checking
Model evaluation
Regression
Mixture
Differential equations
Resume presentation
Applied Bayesian Data Analysis Roundup David Tolpin, david.tolpin@gmail.com