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Saturday, June 8 2019
11:27pm - 12:27am

Weakly Supervised Machine Learning at Industrial Scale

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When:
Thursday, June 20, 2019 - 7:00pm
Venue:
[MIT Building 32 (Stata Center)]
Room:
32-G449 (Kiva)
Lecturer(s):
Stephen Bach, Brown University
Labeling training data is one of the most costly bottlenecks in developing machine learning-based applications. Weak supervision, using less expensive but noisier sources of supervision than hand-labeled data, has the potential to relax this bottleneck but introduces new challenges around managing these sources. In this talk, I'll describe a new system, Snorkel DryBell, in production at Google for weakly supervised machine learning at industrial scale.
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