I don't understand that this giant E does.

Sample Co-variance

Quadratic equation

Why can't I divide by 0?

Sample Standard Deviation

Area of a Triangle

Without Loss of Generality (WLOG)?

Difference of Logarithms

Sample Mean

Pythagorean Theorem

Sum of Logarithms

Prove the following: