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Confidential – Restricted
LEARNING with LIMITED LABELED DATA
Shioulin Sam and Nisha Muktewar
Sanjay Krishnan (University of Chicago), Ines Montani (Explosion AI)
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Choosing what to label
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Random Sampling
Confidential – Restricted 19
Uncertainty - Margin Sampling
Confidential – Restricted 20
Uncertainty - Margin Sampling
Confidential – Restricted
Extending to deep learning
Confidential – Restricted 22
Distance from the decision boundary
Computing the distance between the datapoint and the closest neighbor of a different
class
Confidential – Restricted 23
Distance from the decision boundary
Using adversarial perturbations to estimate the distance
Image from https://openai.com/blog/adversarial-example-research/
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Distance from the decision boundary
Computing the distance between the datapoint and the decision boundary using
perturbation magnitude
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Demo
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Ines Montani
Founder of Explosion AI
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Sanjay Krishnan
Assistant Professor of Computer Science,
University of Chicago
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Q & A
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THANK YOU
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Confidential – Restricted 35
Confidential – Restricted 36

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