Overview of all posts
This tutorial works through chapter 9 of Goodman & Tenenbaum’s ProbMods.
Assuming little prior knowledge, the first part deals with bags of marbles.
That forms the basis for the second part about learning overhypotheses.
Hierarchical models of bags of marbles
Learning overhypotheses in hierarchical models
Iterated learning with probabilistic agents in a Markov Chain
Modelling language learners as probabilistic programs in WebPPL
Introduces EM by extending parameter estimation for complete data to the incomplete case.