The likelihood is a function defined as the probability of a random variable being observed given a set of statistical parameters.

$L(θ∣X)$ where $X$ is the random variable and $θ$ the parameter.

The maximum likelihood estimation is a search for the arg max of the likelihood function which can then be used as a best guess for the value of $θ$.

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