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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.

931K 7K 784
interpretml
interpret

Fit interpretable models. Explain blackbox machine learning.

426K 7K 784
pytorch
opacus

Training PyTorch models with differential privacy

93K 2K 395
opendp
opendp

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

65K 418 69
google
dp-accounting

Google's differential privacy libraries.

23K 3K 423
opendp
smartnoise-sql

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

14K 296 82
IBM
diffprivlib

Diffprivlib: The IBM Differential Privacy Library

11K 912 209
mostly-ai
mostlyai

Synthetic Data SDK ✨

8K 773 64
mostly-ai
mostlyai-engine

Synthetic Data Engine 💎

7K 76 19
gretelai
gretel-synthetics

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

6K 678 100
OpenMined
python-dp

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

5K 547 142
opendp
tmlt-core

Tumult's differential privacy primitives

4K 4 2
secretflow
secretflow

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

4K 3K 476
opendp
smartnoise-synth

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

3K 296 82
interpretable-dp
riskcal

Measure and calibrate operational privacy risks for differentially private algorithms.

2K 12 1
secretflow
secretflow-lite

SecretFlow Lite

2K 3K 476
martaajonees
dp-sequential-events

Privatized

2K 0 0
Quantalabs
diffpriv

A Differential Privacy Package

1K 4 3
opendp
opendp-smartnoise-core

Python language bindings for smartnoise-core.

1K 76 9
opendp
tmlt-analytics

Tumult Analytics is a Python library for privately computing aggregate queries on tabular data. It is built atop the Tumult Core library.

1K 13 4
AI-SDC
aisdc

Tools for the statistical disclosure control of machine learning models

1K 37 8
FCA-Advanced-Computing
trasgodp

Local differential privacy mechanisms

921 2 0
tanyuqian
redco

No description available

553 69 7
sunchang0124
dp-cgans

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

523 97 28
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