Chebyshev polynomials are a sequence of orthogonal polynomials that arise in approximation theory, particularly useful for minimizing the error in polynomial interpolation over a defined interval. They are defined recursively and have significant applications in numerical analysis, spectral methods, and solving differential equations due to their properties of minimizing Runge's phenomenon and providing near-optimal polynomial approximations.