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Is There a Consolidation of Tools and Platforms in Machine Learning?
I think we're due to some sort of a consolidation. There are probably about four X more tools than anyone would ever need. I expect that to be this VC winter is going to probably eradicate quite a lot of organizations that are not differentiated enough, not adding enough value. So the companies that will succeed should have managed to take a niche of reasonable scale machine learning and find very, very, you know, end-to-end solution.