Rounding modes are strategies used in numerical computing to approximate real numbers by finite representations, crucial for ensuring consistency and accuracy in calculations. Different modes like round half up, round half down, and round towards zero determine how numbers are rounded when they fall exactly halfway between two possible outcomes.