K Means Clustering, Hierarchical Clustering, Machine Learning, Dendrogram, Silhouette Score.
clustering is useful for quick prototyping and exploratory data analysis. It can provide initial insights into the structure of the data and help in forming hypotheses or making initial observations. Initial Cluster Centers: If you have some prior knowledge or reasonable estimates for the initial