This lecture covers the concepts of hierarchical clustering, including clustering by centroids and density, visualization through dendrograms, and different linkage functions such as complete, single, and average linkage. The instructor explains how hierarchical clustering forms clusters at different levels and the criteria for agglomerating clusters based on distance measures.