Snorkel and Other Workshop Tutorial Materials
Jan 23, 2019
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Welcome to the Snorkel Workshop
Dec 19, 2018
4 MB
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Other
Welcome to Snorkel Workshop by Joy Ku
Introduction to Snorkel
Jan 23, 2019
40 MB
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Other
Slides presented as part of the November 2018 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.
Feb 26, 2019
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A 36-minute video with Alex Ratner presenting "Introduction to Snorkel" as part of the November 2018 Snorkel Workshop.
Introduction to Labeling Functions
Dec 19, 2018
6 MB
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Other
Slides presented as part of the November 2018 Snorkel Workshop. They describe the terminology used in Snorkel and an overview of labeling functions including design strategies and scoring metrics.
Feb 26, 2019
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Data/images/video
A 25-minute video with Jason Fries presenting "Introduction to Labeling Functions" as part of the November 2018 Snorkel Workshop.
Introduction Snorkel API & Tutorial
Feb 26, 2019
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A 25-minute video with Jason Fries presenting "Introduction to Snorkel API & Tutorial" as part of the November 2018 Snorkel Workshop. Dr. Fries walks participants through the associated Jupyter notebook.
Writing Labeling Functions Tutorial
Feb 26, 2019
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A 37-minute video with Jason Fries presenting "Writing Labeling Functions Tutorial" as part of the November 2018 Snorkel Workshop. Dr. Fries walks participants through the associated Jupyter notebook.
Creating a Generative Model
Dec 19, 2018
2 MB
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Other
Slides presented as part of the November 2018 Snorkel Workshop. They describe an overview about creating a generative model including unifying weak supervision and interpreting marginal distributions.
Feb 20, 2019
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A 27-minute video with Jason Fries presenting "Creating a Generative Model" as part of the November 2018 Snorkel Workshop. This includes Dr. Fries walking participants through the associated Jupyter notebook.
Introduction to the Discriminative Model
Dec 19, 2018
2 MB
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Other
Slides presented as part of the November 2018 Snorkel Workshop. They describe an overview about the discriminative model including "compiling" rules into features and automatically generating large-scale training sets.
Best Practices for Improving Labeling Functions
Dec 19, 2018
10 MB
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Other
"Best Practices for Improving Your Labeling Functions" by Paroma Varma. Slides presented as part of the November 2018 Snorkel Workshop.
Feb 20, 2019
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A 31-minute video with Paroma Varma presenting "Best Practices for Improving Your Labeling Functions" as part of the November 2018 Snorkel Workshop.
Applying Snorkel to Clinical Notes Tutorial, Pt. 1
Feb 26, 2019
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A 6-minute video with Jason Fries presenting the tutorial on "Applying Snorkel to Clinical Notes Tutorial, Part 1" as part of the November 2018 Snorkel Workshop. This includes Dr. Fries walking participants through the associated Jupyter notebook.
Biomedical Helper Functions
Dec 19, 2018
6 MB
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Other
"Biomedical Helper Functions" by Jason Fries. Slides presented as part of the November 2018 Snorkel Workshop.
Feb 26, 2019
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A 5-minute video with Jason Fries presenting "Biomedical Helper Functions " as part of the November 2018 Snorkel Workshop.
Applying Snorkel to Clinical Notes Tutorial, Pt. 2
Feb 26, 2019
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Data/images/video
A 6-minute video with Jason Fries presenting the tutorial on "Applying Snorkel to Clinical Notes Tutorial, Part 2" as part of the November 2018 Snorkel Workshop. This includes Dr. Fries walking participants through the associated Jupyter notebook.
Designing Snorkel Applications
Dec 19, 2018
4 MB
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Other
"Designing Snorkel Applications" by Jason Fries. Slides presented as part of the November 2018 Snorkel Workshop.
Multi-task Learning
Dec 19, 2018
6 MB
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Other
"Multi-task Learning" by Alex Ratner. Slides presented as part of the November 2018 Snorkel Workshop.
Feb 26, 2019
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Any
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A 5-minute video with Alex Ratner presenting "Multi-task Learning" as part of the November 2018 Snorkel Workshop.