Subtraction is an arithmetic operation represented by the minus sign that involves removing objects from a collection. It is demonstrated through examples of taking away a certain number of objects, such as 5 peaches with 2 taken away leaving 3 peaches. The document provides examples of subtraction problems and a link to a video that further explains subtraction.