#ml #snorkel
Socratic learning: How can we more effectively model and debug the user-written labeling functions in data programming? We’re working on
a method to use differences between the generative and discriminative models to help do this.
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Ratner_et_al-2017-dawn,cs,stanford,edu-Snorkel_and_The_Dawncause a misspecified generative model can lead to misestimating the labeling functions’ accuracies. We’ve proposed a method that can quickly identify dependencies without any ground truth data. <span>Socratic learning : How can we more effectively model and debug the user-written labeling functions in data programming? We’re working on a method to use differences between the generative and discriminative models to help do this. Semi-structured data extraction : How can we handle extracting structured data from data that has some structure such as tables embedded in PDFs and webpages? We’ve been working on a sy Summary
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