What is Maximum Likelihood Estimation, and how does it work? Can you provide a simple example?

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Maximum Likelihood Estimation, commonly abbreviated as MLE, is a method for estimating the parameters of a statistical model. The core idea is to find the parameter values that make the observed data most probable.