Question: what is the difference between k means and hierarchical clustering?
Answer: Difference between K Means and Hierarchical clustering Hierarchical clustering can't handle big data well but K Means clustering can. ... While results are reproducible in Hierarchical clustering. K Means is found to work well when the shape of the clusters is hyper spherical (like circle in 2D, sphere in 3D).