The moment generating function is a tool used in statistics to find important information about probability distributions. It helps calculate moments, which are key values that describe a distribution. By using this function, we can figure out the distribution of sums and differences of random variables, and even predict how sequences of random variables will behave. The function is like a magic wand that simplifies complex calculations and makes it easier to understand how different variables interact with each other.