tf-encrypted
garbled-circuit
| tf-encrypted | garbled-circuit | |
|---|---|---|
| 2 | 1 | |
| 1,192 | 66 | |
| 0.5% | - | |
| 0.0 | 0.0 | |
| 7 months ago | 4 months ago | |
| Python | Python | |
| Apache License 2.0 | - |
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For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.
tf-encrypted
- What are the technologies to keep the data secure when it's aggregated from multiple sources?
-
Facebook is reportedly trying to analyze encrypted data without deciphering it
There is a TF package for learning on encrypted data. Not familiar with the details or encryption algos supported.
https://github.com/tf-encrypted/tf-encrypted
garbled-circuit
What are some alternatives?
stanford-tensorflow-tutorials - This repository contains code examples for the Stanford's course: TensorFlow for Deep Learning Research.
PySyft - Perform data science on data that remains in someone else's server
horovod - Distributed training framework for TensorFlow, Keras, PyTorch, and Apache MXNet. [Moved to: https://github.com/horovod/horovod]
Differential-Privacy-Guide - Differential Privacy Guide
openfl - The Open Flash Library for creative expression on the web, desktop, mobile and consoles.
openfl - An open framework for Federated Learning.
privacy - Library for training machine learning models with privacy for training data
mia - A library for running membership inference attacks against ML models