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step_size0 should be cross validated on a small subset of the data #13

@npinto

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@npinto

The constant η0 is determined by performing preliminary experiments on a data subsample.

http://leon.bottou.org/projects/sgd

We could also have a asgd.tune_...() methods to "tune" speed and accuracy (here step_size0 would be optimized).

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