Mathematics, Optimization, Data Science, Machine Learning, Duality.
much more intuitive: it seeks to maximize the margin between the separation boundary and the nearest data point, while minimizing margin violations i.e. data points that enter the wrong side of the margin. In contrast, the dual form of SVM is not only less intuitive, but its objective function also