A short visual step-by-step tutorial on how they are linked — You probably have an idea of what variance is but did you ever realize that the variance and covariance have a geometric interpretation? Many algorithms such as logistic regression, support vector machines, and neural networks greatly benefit from zero-mean, standardized, and uncorrelated features. …