Given an observation of the likelihood of is:

and this is a maximum when:

which you solve for in terms of to get the maximum likelihood estimator.

If you have a sample of size bigger than one, the likelihood is the product of the individual sample value likelihoods, and it will be easier to maximise the log likelihood, but that will give the same result as maximising the likelihood.

CB