  This is an expository article on the Poisson binomial distribution. We review
lesser known results and recent progress on this topic, including geometry of
polynomials and distribution learning. We also provide examples to illustrate
the use of the Poisson binomial machinery. Some open questions of approximating
rational fractions of the Poisson binomial are presented.
