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Implement SGDClassifier #62

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@VolodymyrOrlov

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@VolodymyrOrlov

SGDClassifier is one of the few algorithms that can be used for incremental learning and it would be a great addition to SmartCore.

This is an open-ended problem. I do not have many requirements to specific optimization method and API other than new algorithm should implement SupervisedEstimator and Predictor interfaces

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