├── .gitattributes ├── .gitignore ├── LICENSE ├── README.md ├── mblearn ├── __init__.py ├── attack_model.py ├── base_learner.py ├── data_synthesis.py └── shadow_model.py ├── notebooks ├── data_synthesis_playground.ipynb ├── keras_mnist_example.ipynb ├── shadow_models.ipynb ├── sklearn_wine_example.ipynb └── synthetic_data.csv ├── requirements.txt └── setup.py /.gitattributes: -------------------------------------------------------------------------------- 1 | *.ipynb linguist-documentation -------------------------------------------------------------------------------- /.gitignore: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/BielStela/membership_inference/HEAD/.gitignore -------------------------------------------------------------------------------- /LICENSE: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/BielStela/membership_inference/HEAD/LICENSE -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/BielStela/membership_inference/HEAD/README.md -------------------------------------------------------------------------------- /mblearn/__init__.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/BielStela/membership_inference/HEAD/mblearn/__init__.py -------------------------------------------------------------------------------- /mblearn/attack_model.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/BielStela/membership_inference/HEAD/mblearn/attack_model.py -------------------------------------------------------------------------------- /mblearn/base_learner.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/BielStela/membership_inference/HEAD/mblearn/base_learner.py -------------------------------------------------------------------------------- /mblearn/data_synthesis.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/BielStela/membership_inference/HEAD/mblearn/data_synthesis.py -------------------------------------------------------------------------------- /mblearn/shadow_model.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/BielStela/membership_inference/HEAD/mblearn/shadow_model.py -------------------------------------------------------------------------------- /notebooks/data_synthesis_playground.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/BielStela/membership_inference/HEAD/notebooks/data_synthesis_playground.ipynb -------------------------------------------------------------------------------- /notebooks/keras_mnist_example.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/BielStela/membership_inference/HEAD/notebooks/keras_mnist_example.ipynb -------------------------------------------------------------------------------- /notebooks/shadow_models.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/BielStela/membership_inference/HEAD/notebooks/shadow_models.ipynb -------------------------------------------------------------------------------- /notebooks/sklearn_wine_example.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/BielStela/membership_inference/HEAD/notebooks/sklearn_wine_example.ipynb -------------------------------------------------------------------------------- /notebooks/synthetic_data.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/BielStela/membership_inference/HEAD/notebooks/synthetic_data.csv -------------------------------------------------------------------------------- /requirements.txt: -------------------------------------------------------------------------------- 1 | tqdm 2 | numpy 3 | pandas 4 | sklearn 5 | -------------------------------------------------------------------------------- /setup.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/BielStela/membership_inference/HEAD/setup.py --------------------------------------------------------------------------------