Machine learning in production: the model is the easy part

A model that scores 95% on your test set feels like the finish line. Then you ship it, and you find out it was the starting line. The model was maybe 10% of the work; everything that makes it survive production is the other 90%. We deploy machine-learning systems for companies, and the projects that

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