This month, we look at two very common supervised methods in the context of machine learning: linear support vector machines (SVMs) and k -nearest neighbors (kNNs).

Two-category support vector machines (SVM) have been very popular in the machine learning community for classification problems. Solving multicategory problems by a series of binary classifiers is ...