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K-Means is often a clustering algorithm that uncovers fundamental designs to team and categorize entities in unlabeled datasets. Within this occasion, K refers to the number of clusters desired in the dataset. The algorithm aims to assign Just about every info point into a cluster whilst trying to keep Every single cluster as restricted-knit and di