Machine Learning, Data Science, Data Visualisation, Linear Algebra, Math.
lines and the unit vectors along these lines are the eigenvectors for the principal component lines. An Eigenvector for a PC line is a unit vector along that PC line. It represents the direction of variation of the dataset and the number of Eigenvectors is equal to the number of variables or