Machine learning has brought forward a wide range of techniques for classification, prediction, and pattern recognition. Among these, Support Vector Machines (SVM) stand out as one of the most powerful and versatile algorithms. SVMs are widely used because they work effectively with both simple and complex datasets, can handle non-linear patterns,...