SVM

From [1], the main reason for the success of SVM due to:

From [1]

One important thing is professor Hung-yi Lee gave a connection between the SVM and DNN. Also he gave some explanation about how to use gradient descent method to train the SVM classifier.

Reference

[1]Hung-yi Lee ML Lecture 20: Support Vector Machine (SVM)