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Assume you are not given the probability distributions P(Y), P(Xi iY) or P(X2IY), and are asked to estimate them from data instead. How many parameters would you need to estimate?

Machine Learning Problem 1: Naive Bayes Classifiers (20 pts) Consider the binary classification problem where class label Y E {0, 1} and each training example X has 2 binary attributes X = [X1, X2] E {0,1}2. Assume that class priors are given P(Y = 0) = P(Y = 1) = 0.5, and that the conditional […]

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