Training Complex Models with Multi-Task Weak Supervision

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Proposing a framework for integrating and modeling such weak supervision sources by viewing them as labeling different related sub-tasks of a problem, which we refer to as the multi-task weak supervision setting

Snorkel DryBell: A Case Study in Deploying Weak Supervision at Industrial Scale

11450pwpadmin

This is first-of-its-kind study showing how existing knowledge resources from across an organization can be used as weak supervision in order to bring development time and cost down by an order of magnitude, and introduce Snorkel DryBell, a new weak supervision management system for this setting

Learning Dependency Structures for Weak Supervision Models

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This work focuses on a robust PCA-based algorithm for learning these dependency structures, establish improved theoretical recovery rates, and outperform existing methods on various real world tasks.