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Differential Privacy Python Packages

Python packages with the GitHub topic differential-privacy. Sorted by relevance, with stars and monthly downloads.
interpretml
interpret-core

Fit interpretable models. Explain blackbox machine learning.

955K 7K 783
interpretml
interpret

Fit interpretable models. Explain blackbox machine learning.

398K 7K 783
pytorch
opacus

Training PyTorch models with differential privacy

86K 2K 395
opendp
opendp

The core library of differential privacy algorithms powering the OpenDP Project.

56K 416 67
google
dp-accounting

Google's differential privacy libraries.

25K 3K 422
IBM
diffprivlib

Diffprivlib: The IBM Differential Privacy Library

13K 911 208
opendp
smartnoise-sql

Tools and service for differentially private processing of tabular and relational data

12K 294 79
mostly-ai
mostlyai

Synthetic Data SDK ✨

9K 769 64
gretelai
gretel-synthetics

Synthetic data generators for structured and unstructured text, featuring differentially private learning.

7K 677 100
mostly-ai
mostlyai-engine

Synthetic Data Engine 💎

7K 76 19
secretflow
secretflow

A unified framework for privacy-preserving data analysis and machine learning

7K 3K 475
OpenMined
python-dp

The Python Differential Privacy Library. Built on top of: https://github.com/google/differential-privacy

6K 547 142
opendp
tmlt-core

Tumult's differential privacy primitives

5K 4 2
secretflow
secretflow-lite

A unified framework for privacy-preserving data analysis and machine learning

4K 3K 475
opendp
smartnoise-synth

Tools and service for differentially private processing of tabular and relational data

4K 294 79
martaajonees
dp-sequential-events

Differential privacy for sequential event logs, anonymizing case IDs and timestamps while preserving statistical properties.

4K 0 0
opendp
opendp-smartnoise-core

Deprecated. Please use the OpenDP library: https://github.com/opendp/opendp

2K 76 9
interpretable-dp
riskcal

Measure and calibrate operational privacy risks for differentially private algorithms.

2K 12 1
opendp
tmlt-analytics

Tumult's differential privacy analytics API

1K 13 3
Quantalabs
diffpriv

A python package for differential privacy and encryption.

1K 4 3
AI-SDC
aisdc

Tools for the statistical disclosure control of machine learning models

1K 36 8
tanyuqian
redco

NAACL '24 (Best Demo Paper RunnerUp) / MlSys @ NeurIPS '23 - RedCoast: A Lightweight Tool to Automate Distributed Training and Inference

1K 69 7
Samuel-Maddock
pure-ldp

Python package for simple implementations of state-of-the-art LDP frequency estimation algorithms. Contains code for our VLDB 2021 Paper.

511 78 14
sunchang0124
dp-cgans

A library to generate synthetic tabular or RDF data using Conditional Generative Adversary Networks (GANs) combined with Differential Privacy techniques.

465 97 28
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