Comment by anon946

My favorite MLE example: Suppose you walk into a bank and ask them to give you a quarter. You flip the quarter twice and get two heads. Given this experiment, what do you estimate to be the probability p of getting a heads when you flip this coin? Using MLE, you would get p = 1. In other words, this coin will always give you a heads when you flip it! (According to MLE.)