Speed is a scalar quantity representing how fast an object moves, while velocity is a vector quantity indicating the rate of positional change. Average speed is calculated as total distance over time, whereas average velocity considers displacement over time. Examples illustrate the concepts using scenarios such as a teacher's movement and a skier's directional changes.