The model (set of weights) that gives the highest sum is the model that gives the highest “likelihood” to the data — the “maximum likelihood” model. The maximum likelihood model “on average” gives the highest probabilities to the positive examples and the lowest probabilities to the negative examples.
objective model for logistic regression
