Three graphs I find extraordinarily useful because they are very dense and teach many useful terms in a very clear way all at once.

[1] Accuracy and Precicision (Wikipedia)
[2] Binary Classification (Wikipedia)
[3] Evaluation of binary classifiers (Wikipedia)