1. Create a standard normalizer and fit the data:

DataNormalization normalization = new NormalizerStandardize();
 normalization.fit(trainIterator);

2. Call the setPreprocessor() method to normalize the data on the fly:

trainIterator.setPreProcessor(normalization);
 testIterator.setPreProcessor(normalization);