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This is a clustering problem, the main use of unsupervised machine learning. Unlike supervised learning, unsupervised machine learning doesn’t require labeled data.
Machine learning gets a lot of buzz. The two most talked about classes of algorithms are classification and clustering. Classification is assigning things a label.