The Hermitian conjugate, also known as the adjoint, of a matrix is obtained by taking the complex conjugate of each element and then transposing the matrix. It is a fundamental concept in quantum mechanics and linear algebra, ensuring that observable operators are Hermitian, which guarantees real eigenvalues and orthogonal eigenvectors.