Likelihood function, $\mathcal{L}$ is defined as

$\mathcal{L} = \text{P}(\text{data}|\text{theory})$

I.e. the probability of the data given the theory.

One often considers the log-likelihood, which is just the log of the likelihood.

This function is used in Machine learning and Statistics, See Maximum likelihood

See also Fisher information matrix