Machine Learning, Data Science, Dimensionality Reduction, Intuition, Linear Algebra.
dual space. In order to understand it better, we have to see the connection between the two worlds: Red vector x represents the x-coordinates of the examples. Blue vector, y. Claim #1: The variance of the dataset in the x-direction is the dot product of vector x with itself. Same for y. Claim #2: