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Secure ML (Trash Bucket Problem, One-shot Learning, and Subpopulation Attack): Repo for ISM at Ashoka

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Independent Study Module (ISM): Secure ML

We studied different machine learning problems and ways to solve them in the first half of the ISM, and explored different data poisoning attacks that can be done on the ML algorithms.

ISM Final Report: Final Presentation.pdf

Implementation Details

Trash Bucket Problem:

One shot learning with a Siamese Network:

Subpopulation Data Poisoning Attack (Paper):

Subpopulation Data Poisinong Attack (real-world datasets):

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