Complex sentence: In general, maximum likelihood estimation requires that a likelihood function be defined which implies that one must first specify the distribution of the response variables observed.
Split into simpler sentences: In general, maximum likelihood estimation requires that a likelihood function be defined. This requirement then implies that one must first specify the distribution of the response variables observed.