Transforming a dataset into one with fewer columns is more complicated than it might seem, explains Dr. James McCaffrey of Microsoft Research in this full-code, step-by-step machine learning tutorial.

Here, we built a new PCA-based procedure for both assignment of individual cases to specific WHO diagnostic subgroups and identification of the most informative markers in differentiating among them.