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Vowpal Wabbit (aka VW) is an open source fast out-of-core learning system library and program. Vowpal Wabbit is notable as an efficient scalable implementation of online machine learning and support for a number of machine learning reductions, importance weighting, and a selection of different loss functions and optimization algorithms.