The goal of this assignment is to implement a Support Vector Machine (SVM) classifier from scratch, without using machine learning libraries like Scikit-Learn. This exercise aims to enhance understanding of the mathematical foundation, algorithmic steps, and optimization process behind SVMs, especially in the context of binary classification problems .