Unsupervised machine learning is a useful technology that helps organizations identify hidden customer groups and learn how to improve their tactics when used with K-means clustering.

The k-value at that point is often a good choice. This is called the "elbow" technique. An alternative for clustering mixed categorical and numeric data is to use an old technique called k-prototypes ...