Negative log-likelihood mathematical notation

Negative log-likelihood is a recurring research-paper notation family. Turns a model probability into a minimization loss that grows sharply when the model assigns little probability to observed data.

Negative log-likelihood: Turns a model probability into a minimization loss that grows sharply when the model assigns little probability to observed data. Example: Penalize the model for assigning low probability to observed outcomes.