minimization

Definition

Framing a task as driving an objective function down — training a model is minimizing a loss. The choice of what to minimize is the real design decision, because the optimizer pursues exactly what you wrote, including unintended shortcuts that satisfy the objective without solving the task. Maximization problems are the same thing with a sign flip, which is why the field states almost everything as minimization by convention.