Self-adjoint operators, also known as Hermitian operators, are linear operators on a Hilbert space that are equal to their own adjoint, making them crucial in quantum mechanics for representing observable quantities. Their eigenvalues are real, and eigenvectors corresponding to distinct eigenvalues are orthogonal, providing a foundation for spectral theory and ensuring physical observables have real, measurable values.