Implement SGDClassifier #62
Description
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