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Nov 18, 2021 · Naive Bayes in Machine Learning. One of the simplest and fastest machine learning algorithms is based on the Naive Bayes equation. In a supervised classification task, we are given training data, each with features x1, x2,…xi, and its corresponding label, Y. Then, we must assign a new label to previously unseen data.