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Descent-to-Delete

Code accompanying the following paper:

Descent-to-Delete: Gradient-Based Methods for Machine Unlearning
Seth Neel, Aaron Roth, Saeed Sharifi-Malvajerdi
arXiv:2007.02923

Read my blog post on the topic here for a detailed explanation!

Getting Started

If you're familiar with conda:

conda env create -f environment.yml

Then activate your environment via:

conda activate data-deletion

Alternatively, you can install Python 3.8 and the necessary dependencies via:

pip install -r requirements.txt

Example

python logistic_regression.py

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Erasing data from machine learning models! ✏️

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