Beta-binomial distribution

Beta-binomial distribution is a distribution, which is not commonly teach at universities. However, it is a nice distribution to know. Examples of usage:

1. Estimate popularity of a product based on impression and purchase counts.
2. Estimate quality of a baseball player (section 7.2) based on hit and at-bat counts.