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Could you guide us through the Naive Bayes algorithm and the basis for setting its classification threshold?

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Interview question asked to Machine Learning Engineers interviewing at LogMeIn, Wattpad, New Relic and others: Could you guide us through the Naive Bayes algorithm and the basis for setting its classification threshold?.