Generating functions in statistics are tools used to simplify complex calculations. There are four main types: probability generating function, moment generating function, cumulant generating function, and characteristic function. These functions help in finding probabilities, moments, and distributions of random variables. They are particularly useful for exponential, normal, and Poisson distributions. By using these generating functions, we can easily calculate important statistical values like mean deviation.