The document discusses irrational numbers, first discovered by the Pythagoreans around 400 BC, defining them as numbers that cannot be expressed as the ratio of integers. It explains their characteristics, such as non-terminating, non-recurring decimal expansions with examples like √2 and π. Additionally, it provides methods for locating square roots of irrational numbers on a number line using the Pythagorean theorem and includes exercises for further understanding.