What is the role of loss functions in Scikit-Learn models?

Loss functions measure prediction error and guide model optimization.

Different models use different loss functions: logistic regression uses log-loss, regression uses MSE, SVM uses hinge loss. Optimization algorithms minimize these losses to find best parameters.