Polynomial functions are mathematical expressions involving a sum of powers of a variable, each multiplied by a coefficient, and are foundational in algebra for modeling various types of relationships. They are characterized by their degree, which is the highest power of the variable, and can be classified as linear, quadratic, cubic, or higher, influencing their shape and the number of roots they possess.