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The Importance of Infrastructure in Machine Learning
I think what occurs to me is that that infrastructure of everything right data models database data warehouse is so crucial. To actually delivering machine learning value at scale and it always surprises me, you know How the field of machine learning and machine learning engineering in some ways evolved while Slightly divorced from that data context,. I think people made a mistake of thinking they just need this unicorn data scientist a few data scientists have run all this And I think people are now starting to realize are these companies that you need a data team to allow them to do their work.