I found that for sparse data, the scikit implementation of sgd uses an
intercept_decay variable set to .01 (SPARSE_INTERCEPT_DECAY) to avoid intercept
oscillation. Shouldn't this be determined by the learning_rate instead? I'm
asking because it adds a layer of tuning that the user doesn't have control
over.
Danny
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