- Tags:: [[statistics|Statistics]] - A maximum likelihood estimator is one that maximizes the likelihood function: the parametrized joint density of data. For IID with PDF $f(x; \theta)$: -  - That is, - $\theta_{ML} = \underset{\theta}{\mathrm{arg max}} P(X|\theta)$ - Reference: [[all-of-statistics|All Of Statistics]]