Question: Given a dataset {x 1 ; x 2 ; : : : ; x n } containing samples drawn from an unknown data distribution p(x),

Given a dataset {x1; x2; : : : ; xn }containing samples drawn from an unknown data distribution p(x), we want to learn a distribution pGiven a dataset {x1; x2; : : : ; xn }containing samples(x) that is as close as possible to the true distribution p(x). Consider two cost functions to find the optimal pdrawn from an unknown data distribution p(x), we want to learn a(x): DKL(p(x)I pdistribution p(x) that is as close as possible to the true distribution(x)) and p(x). Consider two cost functions to find the optimal p(x): DKL(p(x)I p(x))x (pand x (p(x) p(x))2dx. Choose the best cost function out of these.(x) p(x))2dx. Choose the best cost function out of these.

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