Maximum likelihood estimation (MLE)

statistics machine-learning
Maximum likelihood estimation (MLE)

Suppose we have a hypothesis space $H$ and we want to pick the best hypothesis given some data $D$. The maximum likelihood estimation is

$$h_{MLE} = \mbox{arg}\max_{h \in H} \ \mathbb{P}[D \ \vert \ h].$$