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Implement SGD algorithm in the optimization repo to use the influx real transfer env. #2

@jgoldverg

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@jgoldverg

Currently we do not have SGD implemented. We should use the influx env or the same approach that BO uses for communicating with the transfer-service and same approach to pulling latest observations.
scikit-learn impl should be more than sufficient for this.

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