In: Statistics and Probability
Given the likelihood of θ with respect to sample D p(D|θ) = Q j p(xj |θ), where D = {x1, · · · , xn} is identically and independently distributed (i.i.d) sample points. Briefly describe how you would find the maximum likelihood estimation and the Bayesian estimation of θ.