K-Means is a unsupervised learning algorithm widely used in data analysis. Its primary goal is to partition a dataset into distinct groups, or groups, based on the similarity of their features. Each instance in the dataset is assigned to a unique cluster, with the aim of minimizing the difference between points within each cluster and maximizing th