IBM / differential-privacy-library
Diffprivlib: The IBM Differential Privacy Library
☆824Updated 3 weeks ago
Related projects ⓘ
Alternatives and complementary repositories for differential-privacy-library
- The Python Differential Privacy Library. Built on top of: https://github.com/google/differential-privacy☆507Updated last month
- list of differential-privacy related resources☆295Updated last week
- Tools and service for differentially private processing of tabular and relational data☆253Updated 3 months ago
- Privacy Meter: An open-source library to audit data privacy in statistical and machine learning algorithms.☆603Updated this week
- autodp: A flexible and easy-to-use package for differential privacy☆265Updated 11 months ago
- The core library of differential privacy algorithms powering the OpenDP Project.☆327Updated this week
- Library for training machine learning models with privacy for training data☆1,940Updated this week
- Training PyTorch models with differential privacy☆1,709Updated this week
- ☆292Updated 4 months ago
- An implementation of the tools described in the paper entitled "Graphical-model based estimation and inference for differential privacy"☆92Updated this week
- Sample LDP implementation in Python☆116Updated last year
- Differential private machine learning☆179Updated 2 years ago
- Useful tools for differential privacy☆214Updated 2 years ago
- A library for federated learning (a distributed machine learning process) in an enterprise environment.☆499Updated last year
- Python package for simple implementations of state-of-the-art LDP frequency estimation algorithms. Contains code for our VLDB 2021 Paper.☆71Updated last year
- Differential privacy validator and runtime☆290Updated 2 years ago
- Python language bindings for smartnoise-core.☆75Updated last year
- PipelineDP is a Python framework for applying differentially private aggregations to large datasets using batch processing systems such a…☆275Updated 3 weeks ago
- Privacy Preserving Vertical Federated Learning☆213Updated last year
- Dataflow analysis & differential privacy for SQL queries. This project is deprecated and not maintained.☆395Updated 4 years ago
- A Peer-to-peer Platform for Secure, Privacy-preserving, Decentralized Data Science☆617Updated last year
- Code samples and documentation for SmartNoise differential privacy tools☆132Updated 2 years ago
- Repository for collection of research papers on privacy.☆336Updated 3 months ago
- Differentially Private Optimization for PyTorch 👁🙅♀️☆184Updated 4 years ago
- Google's differential privacy libraries.☆3,071Updated last week
- RAPPOR: Privacy-Preserving Reporting Algorithms☆861Updated 2 years ago
- Multiple Frequency Estimation Under Local Differential Privacy in Python☆41Updated last year
- This project's goal is to evaluate the privacy leakage of differentially private machine learning models.☆129Updated last year
- Differential Privacy Preservation in Deep Learning under Model Attacks☆132Updated 3 years ago
- ☆43Updated 3 years ago