The likelihood function is defined to be the joint pdf of the random variables .

Therefore .

The maximum likelihood estimate of is the value of that maximises .

Since is a monotonically increasing function of L, both L and will be a maximum for the same value of . It's obviously easier in this instance to find the value of that maximises :

.

Now solve for .