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Explore key challenges and approaches for productionizing classification models in the era of foundation models in this 29-minute talk by Snorkel AI's Staff Product Designer Angela Fox and Director of Product/Founding Engineer Vincent Chen. Delve into often overlooked challenges such as label schema definition, high cardinality, and multi-label problem formulations. Discover specific user experiences in Snorkel Flow designed to overcome these obstacles, including methods to leverage foundation models, conduct targeted error analysis, and incorporate supervision from subject-matter experts. Gain insights from case studies illustrating how enterprise teams utilize data-centric workflows to build high-quality production models and tackle previously insurmountable problems using Snorkel Flow.
