Essential Math, Data Science, Machine Learning, Deep Learning, Mathematics.
transformed dataset has new features, which are the components and which are linear combinations of the initial features. Reducing the dimensionality is done by selecting some of the components only. Figure 4: Change of basis such that the maximum variance is in the x-axis. (Image by author) As an