Unlock: Spectral Theory of Operators

Spectral theorem for compact self-adjoint operators on Hilbert spaces: every such operator has a countable orthonormal eigenbasis with real eigenvalues accumulating only at zero. This is the infinite-dimensional backbone of PCA, kernel methods, and neural tangent kernel theory.