Machine Learning, Artificial Intelligence, Mathematics.
but keep the principal directions with the highest variances (largest information). Consider the 3-dimensional data points that displayed as blue dots below. It can be approximated by a plane easily. Source You may quickly realize that we can use SVD to find the matrix W. Consider the data points