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Considering sampling data to determine cuts for bins #17

@jinlow

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@jinlow

Currently in the gradientbooser fit method, all of the data is used for determining cuts for binning the data. It would like speed things up, if we allowed for a sample to be used for the initial bin. This could be a parameter such as initial_bin_sample_size or something like that.

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