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Workshop: Beyond first order methods in machine learning systems

Industry Panel - Talk by Jonathan Hseu - ML Models in Production

Jonathan Hseu


We discuss the difficulties of training and improving ML models on large datasets in production. We also go into the process of an engineer working on ML models, and the challenges of trading off cost, model quality, and performance. Finally, we go into a wishlist of optimization improvements that could improve the workflow of engineers working on these models.

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