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Snorkel Workshop July 2017
Materials from July 2017 Snorkel workshop.
July 2017
Sep 11, 2017

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Snorkel and Other Workshop Tutorial Materials

Oct 20, 2017
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Oct 20, 2017
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Welcome to the Snorkel Workshop

Sep 11, 2017
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Welcome to Snorkel Workshop by Joy Ku

Sep 12, 2017
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Welcome to Snorkel Workshop Video by Joy Ku

Introduction to Snorkel

Sep 11, 2017
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Slides presented as part of the July 2017 Snorkel Workshop. They describe the current bottlenecks in machine learning and introduce the Snorkel tool for addressing one of the key bottlenecks: obtaining sufficiently large sets of labeled training data.

Sep 12, 2017
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A 32-minute video with Stephen Bach presenting "An Introduction to Snorkel" as part of the July 2017 Snorkel Workshop.

Introduction to Labeling Functions

Sep 11, 2017
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Slides presented as part of the July 2017 Snorkel Workshop. They describe the terminology used in Snorkel and an overview of labeling functions including design strategies and scoring metrics.

Oct 25, 2017
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A 15-minute video with Jason Fries presenting a "Introduction to Labeling Functions" as part of the July 2017 Snorkel Workshop.

Oct 24, 2017
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A 10-minute video with Jason Fries presenting a "Snorkel API Tutorial" as part of the July 2017 Snorkel Workshop.

Oct 24, 2017
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A 22-minute video with Jason Fries presenting a "Labeling Functions Tutorial" as part of the July 2017 Snorkel Workshop.

Creating a Generative Model

Sep 11, 2017
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Slides presented as part of the July 2017 Snorkel Workshop. They describe an overview about creating a generative model including unifying weak supervision and interpreting marginal distributions.

Sep 12, 2017
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A 24-minute video with Jason Fries presenting "Creating a Generative Model" as part of the July 2017 Snorkel Workshop.

Introduction to the Discriminative Model

Sep 11, 2017
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Slides presented as part of the July 2017 Snorkel Workshop. They describe an overview about the discriminative model including "compiling" rules into features and automatically generating large-scale training sets.

Sep 12, 2017
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A 13-minute video with Jason Fries presenting "An Introduction to the Discrimitative Model" as part of the July 2017 Snorkel Workshop.

Introduction to Schemas

Sep 11, 2017
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Slides presented as part of the July 2017 Snorkel Workshop. They describe an overview about schemas including design and evaluation plans.

Oct 24, 2017
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A 21-minute video with Jason Fries presenting "An Introduction to Schemas" as part of the July 2017 Snorkel Workshop.

Designing Snorkel Applications

Sep 11, 2017
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Slides presented as part of the July 2017 Snorkel Workshop. They describe an overview about designing Snorkel applications including validation and evaluation.

Oct 24, 2017
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A 32-minute video with Jason Fries presenting "Designing Snorkel Applications" as part of the July 2017 Snorkel Workshop.

Future Plans and Staying Engaged

Sep 11, 2017
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Slides presented as part of the July 2017 Snorkel Workshop. They describe future plans and keeping engaged with Snorkel.

Sep 12, 2017
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A 14-minute video with Jason Fries discussing "Future Plans and Staying Engaged" as part of the July 2017 Snorkel Workshop.

Documentation Links

Oct 20, 2017
Case studies presented as part of the July 2017 Snorkel Workshop. These case studies include: Mining Gene/Protein Interactions with Chemicals, P-hacking in Scientific Publications, and Online Product Reviews.

Oct 20, 2017


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