Model Comparison, DiscreteUniform vs. Bernoulli, ElemwiseCategorical vs. CategoricalGibbsMetropolis

Questions
4

Well, you can write down model in PyMC3 with discrete latent variable, but it does not always work in terms of inference…

For model comparison, LOO and WAIC is the two best modern option you can use.