Talk
in
Workshop: Beyond first order methods in machine learning systems
Industry Panel - Talk by Jonathan Hseu - ML Models in Production
Jonathan Hseu
Abstract:
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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