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It's also odd there's no mention of Logistic Regression.



Yeah the nomenclature is not very rigorous and there is some overlap depending on how you look at it but, roughly and without being pedantic, the closest in that map would be SGD with a logistic loss function[1].

[1] http://scikit-learn.org/dev/modules/sgd.html#classification




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