Mathematics, Optimization, Data Science, Machine Learning, Duality.
involves the dot product between every pairs of samples in our training data. Hence, it does not scale well when we have many data points in our training set. Primal and dual objective functions of SVM (reference) However, the saving grace of the dual form is when the number of features starts to