Walking into a mathematical statistics lecture unprepared is like walking into a weightlifting competition without having stretched. You will get injured (grade-wise).

There are two primary "engines" for generating estimators.

Understanding discrete (Binomial, Poisson) versus continuous (Normal, Exponential, Gamma) variables.