Algebraic numbers are complex numbers that are roots of non-zero polynomial equations with rational coefficients, encompassing both rational numbers and certain irrational numbers. They form a field, which is a fundamental component in number theory and algebra, contrasting with transcendental numbers that cannot be roots of such polynomials.