Decouple preprocessor from estimator #32
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This PR creates the
PoniardPreprocessor, which holds all the logic related to preprocessor construction that was previously contained inPoniardBaseEstimator. All parameters related to the preprocessor are moved from the estimator to thePoniardPreprocessor, with the exception ofpreprocess(turns off preprocessing) andcustom_preprocessor(which now takes aPoniardPreprocessoralong with sklearn-compatible transformers)