Image Processing, Data Visualization, Data Science, Python, Linear Algebra.
dimensionality reduction come into the picture. If you look at eigenvalues you will notice that values are quite different. These values give us the order of significance of eigenvectors or directions i.e axis along eigenvector with the largest eigenvalue is the most significant PC axis and so on.