Common discrete distributions: The handful of discrete shapes, Bernoulli, Binomial, Poisson, Geometric, that keep showing up because they model real repeated-trial situations.
Related topics
Bayesian inference: Updating a starting belief about a parameter into a revised belief, using Bayes' theorem and observed data.