pytorch/opacus

Training PyTorch models with differential privacy

Jupyter NotebookPythonCSSJavaScriptShellBatchfilemachine-learningdeep-learningneural-networkpytorchdifferential-privacyprivacy-preserving-machine-learning
This is stars and forks stats for /pytorch/opacus repository. As of 04 May, 2024 this repository has 1491 stars and 302 forks.

Opacus is a library that enables training PyTorch models with differential privacy. It supports training with minimal code changes required on the client, has little impact on training performance, and allows the client to online track the privacy budget expended at any given moment. Target audience This code release is aimed at two target audiences: ML practitioners will find this to be a gentle introduction to training a model with differential privacy as it requires minimal code changes. Differential...
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