What is 'Maximum Likelihood Estimation' (MLE)?

Approach: Describe finding parameters that maximize the probability of observed data.

A method of estimating the parameters of a probability distribution by maximizing a likelihood function, so that under the assumed statistical model the observed data is most probable.

Follow-up: What is the log-likelihood?

Key concepts: likelihood function, optimization, parameters.