Essential Math, Data Science, Machine Learning, Deep Learning, Mathematics.
direction of the vector v (green). (Image by author) Projecting data to a lower-dimensional space means that you might lose some information. In Figure 3, if you project two-dimensional data onto a line, the variance of the projected data tells you how much information you lose. For instance, if