What is Eigenvalue?

For a matrix A, an eigenvalue lambda satisfies Av = lambda*v for some vector v. It tells you how much the matrix scales vectors in that direction. Large eigenvalues = directions of high variance in your data.

What people say

Some math thing for PCA

Why it's called that