There are a few key differences between the Binomial, Poisson and Hypergeometric Distributions. These distributions are used in data science anywhere there are dichotomous variables (like yes/no, pass/fail). This one picture sums up the major differences.
Black, K. (2016). Business Statistics for Contemporary Decision Making. John Wiley & Sons. Binomial Distribution