In the field of Artificial Intelligence and Machine Learning, the Support Vector Machine (SVM) algorithm is widely used for classification and regression tasks. Creating an SVM from scratch involves implementing various components, but there are still some missing components that can be optimized in future tutorials. This answer will provide a detailed and comprehensive explanation