Clustering, Unsupervised Learning, Segmentation, Recommendation System, Social Network.
are unsupervised methods. The principal component analysis seeks a lower dimensional dataset so that this dataset can still explain the variance of the data. On the other hand, clustering techniques try to find the subgroups in the data. Applications 5 main applications of clustering that I find