Deep Learning is Deep Machine Learning and Machine Learning is in no way limited to Neural Networks. So there is no way that Deep Learning is going to be forever defined to refer Machine Learning that uses Neural Networks (in certain ways). From that point of view I can say that Watson-Jeopardy probably did use a kind of deep learning.
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