Support Vector Machines Deep Intuition PART-II (Math)

Image from ResearchGate
  1. We need to select a hyperplane in such a way that the distance of closest points from the hyperplane should be maximum.
  2. The distance between the closest points(which passes through marginal lines) and the hyperplane will be calculated as the perpendicular projection of the point on the hyperplane.
  1. Soft margins

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