14 dependents
Package Description Downloads/month
An open-source framework for machine learning and other computations on decentra... 33K
Library for training machine learning models with privacy for training data 16K
Measure and calibrate operational privacy risks for differentially private algor... 1K
Tools for analyzing and comparing different sampling schemes in differential pri... 1K
Federated Learning for Health 984
Algorithms for Privacy-Preserving Machine Learning in JAX 592
Implementation of correlated noise mechanism with streaming and multi epoch sett... 575
PLD PMF/PLD transformations: subsampling amplification and infinity-mass scaling... 561
Differentially private LoRA fine-tuning for HuggingFace Transformers 535
Numerical privacy accounting for random allocation and subsampling using PLDs. 491
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Simulation framework for accelerating research in Private Federated Learning 306
Numeric computation of the privacy parameter in Gaussian Differential Privacy 132
This repository contains the code to reproduce the experiments carried out in To... 86
Tools for analyzing and comparing different sampling schemes in differential pri... 84