ml_cheat_sheet
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rcompton
My notes and superstitions about common machine learning algorithms
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It's just that the SVM people keep going on about them ;)
What you describe as SGD is coordinate descent. (Also arguably the standard way to solve logistic regression is l-bfgs or newton's method)