Velocity refers to an object's speed and direction of motion, while acceleration refers to a change in an object's velocity, which can be an increase or decrease in speed. The document discusses how to calculate velocity and acceleration from measurements of distance and time, such as from a baseball hit over 53 feet in 2.84 seconds. A graph and video presented show the speed of a hit baseball over time and distance to demonstrate velocity and acceleration.