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What are the distinguishing features of the K-means and the Expectation-Maximization (EM) algorithm?

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Interview question asked to Machine Learning Engineers interviewing at Wealthfront, Patreon, Thumbtack and others: What are the distinguishing features of the K-means and the Expectation-Maximization (EM) algorithm?.