Machine Learning, Dimensionality Reduction, Eigenvectors, Algorithms, Mathematics.
exists because the variance function is a second order continuous polynomial which means the unit sphere (hypersphere in case of higher dimensions) is closed and bounded (very important criteria), etc. Essentially, what I mean to say is, YES there is a maximum value for the variance and we can find