The following quote was obtained by the news editors from the background informa tion supplied by the inventors: “Embodiments of the invention relate generally t o systems and methods for training data in a machine learning environment, and m ore particularly to augmenting the training data by including additional data, s uch as sensor characteristics, in the training data set.