What is Gaussian Mixture Model (GMM) and how does it differ from k-means?

Question

Machine Learning — Medium

What is Gaussian Mixture Model (GMM) and how does it differ from k-means?

Accepted Answer

GMM models data as a mixture of Gaussian distributions, providing soft probabilistic cluster assignments and modeling cluster shape/covariance; k-means uses hard assignments assuming spherical clusters of equal variance.