exponential decay

At the beginning of an epidemic the number of infected people grows exponentially. But why does the number e appear in descriptions of this growth?
Why does the number e appear in models of exponential growth?

Researchers have shown that the fates of our collective memories, whether of a song, a research paper, an invention or a sports star, are all described by the same mathematical equation.