What is the difference between hard margin and soft margin optimization functions?

Hard margin enforces strict separation; soft margin allows violations using slack variables.

Hard margin SVM minimizes ||w||² subject to strict constraints. Soft margin adds slack variables ξi and penalizes them with parameter C, allowing misclassifications when data is not perfectly separable.