This lecture is about the notion of expectation of a random variable, and a really cool property called linearity of expectation which makes computing expected values so much easier.

Source: Erik Demaine, Mathematics for Computer Science (MIT: OpenCourseWare). Licensed under CC BY-NC-SA 4.0.