The support vector machine (SVM) is a powerful machine learning algorithm used for classification and regression tasks. The SVM optimization process aims to find the optimal hyperplane that separates different classes or predicts continuous values with maximum margin. However, like any other optimization process, the SVM optimization also has its weakest link, which can affect