Pca, Principal Components, Dimensionality Reduction, Eigenvectors, Eigenvalue.
to PCA on standardization of data that you must know. Take any number of random observations in two variables and standardize (standard scaler) the data before applying PCA. You will notice that although the variance along different components will change the eigenvectors will remain constant in