Top 6 Python differential-privacy Projects

differential-privacy-library

2 775 5.3 Python

Diffprivlib: The IBM Differential Privacy Library
gretel-synthetics

4 530 7.3 Python

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

Project mention: Ask HN: If we train an LLM with “data” instead of “language” tokens | news.ycombinator.com | 2023-08-16

Hey there! Co-founder of Gretel.ai here, and I think I can provide some insights on this topic.
Firstly, the concept you're hinting at is not purely traditional ML. In traditional machine learning, we often prioritize feature extraction and engineering specific to a given problem space before training.
What you're describing and what we've been working on at Gretel.ai, is leveraging the power of models like Large Language Models (LLMs) to understand and extrapolate from vast amounts of diverse data without the need for time-consuming feature engineering. Here's a link to our open-source library https://github.com/gretelai/gretel-synthetics for synthetic data generation (currently supporting GAN and RNN-based language models), and also our recent announcement around a Tabular LLM we're training to help people build with data https://gretel.ai/tabular-llm
A few areas where we've found tabular or Large Data Models to be really useful are:

InfluxDB

www.influxdata.com sponsored

Power Real-Time Data Analytics at Scale. Get real-time insights from all types of time series data with InfluxDB. Ingest, query, and analyze billions of data points in real-time with unbounded cardinality.
PyDP

1 476 7.0 Python

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

1 218 7.4 Python

Privacy Engineering Collaboration Space
pfl-research

1 177 8.4 Python

Simulation framework for accelerating research in Private Federated Learning

Project mention: Pfl: Python framework for Private Federated Learning simulations | news.ycombinator.com | 2024-03-05

GreyNSights

1 21 0.0 Python

Privacy-Preserving Data Analysis using Pandas

NOTE: The open source projects on this list are ordered by number of github stars. The number of mentions indicates repo mentiontions in the last 12 Months or since we started tracking (Dec 2020). The latest post mention was on 2024-03-05.