Knot polynomials are algebraic expressions that serve as invariants to distinguish between different knots in knot theory, a branch of topology. They provide a powerful tool to study the properties of knots by translating geometric problems into algebraic ones, with notable examples including the Jones polynomial, Alexander polynomial, and HOMFLY polynomial.