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4min chapter
Shreya Shankar — Operationalizing Machine Learning
Gradient Dissent: Conversations on AI
How to Operationalize Machine Learning
Sally Kohn: You wrote a paper on unoperationalizing machine learning. She says she interviewed around 20 practitioners and the criteria was that they have worked on or are working on a model that's being used in production. We found four kind of high level stages of their workflow around experimentation, said Kohn. " velocity really matters a lot, the ability to validate as early as possible matters a lot"
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