Inner product

An inner product is a rule that measures a dot-product-like pairing between two vectors and induces notions of length and angle.

The quantity $\langle v,v\rangle$ is always non-negative. Positive-definite kernels can often be understood as inner products between hidden feature vectors, turning an abstract kernel relation into geometry.

See also: vector, Hilbert space, kernel, positive definiteness..