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product of n marginal PDF. 3. Take a logarithm (usually a natural log) to change the product to summation. This does not change the optimal estimator since the logarithm is a monotonic function. Where LL(θ;x) represents the log-likelihood function. 4. Differentiate the log-likelihood function with