On Mon, Jan 23, 2012 at 10:07 PM, Olivier Grisel
<[email protected]> wrote:

> Indeed SVC will not scale to 50k samples, only LinearSVC will. In any
> case I found SGDClassifier (with the fit method) to be much faster
> than LinearSVC or LogisticRegression (i.e. any liblinear based
> models). And discrete naive Bayes models are sometimes even faster.

Note that with LinearSVC the data will exist twice in memory.

Mathieu

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