In this blog post, we will explore the importance of stochastic models in the context of unsupervised learning. We will start with k-means clustering, which deterministically clusters points based on heuristics, and build up to Expectation Maximization (EM), which can use any parametrized probabilistic distribution to cluster data. k-means clustering k-means clustering is a method […]