The Difference between Private, Internal, Public and External Functions

I intend this to be part of a series: "Solidity for Skeptics". There are 140 somewhat well-defined Solidity interview questions. We will go over each of them in the most degenerate, unnecessary, depth; dispelling myths and always showing evidence for...