Various material around private machine learning, some associated with blog
☆150Sep 9, 2019Updated 6 years ago
Alternatives and similar repositories for privateml
Users that are interested in privateml are comparing it to the libraries listed below
Sorting:
- A Framework for Encrypted Machine Learning in TensorFlow☆1,244Sep 25, 2024Updated last year
- Machine Learning with SPDZ☆20Jul 25, 2025Updated 7 months ago
- A Three Party MPC framework for Machine learning and Databases☆212Feb 27, 2026Updated last week
- Blog dedicated to cryptography and machine learning☆23Nov 14, 2024Updated last year
- Low-Interaction Privacy-Preserving Deep Learning via Function Secret Sharing☆51Jul 14, 2021Updated 4 years ago
- 6.857 project - implementation of scheme for encrypting integer vectors that allows addition, linear transformation, and weighted inner p…☆70Jun 26, 2017Updated 8 years ago
- Versatile framework for multi-party computation☆1,132Updated this week
- News in Privacy-Preserving Machine Learning☆12Feb 5, 2020Updated 6 years ago
- Benchmark and comparison of secure Deep Learning platforms: TF Privacy, PySyft and TF-Encrypted☆10Mar 31, 2021Updated 4 years ago
- Decentralized Machine Learning Client☆196May 8, 2021Updated 4 years ago
- ☆443Jun 19, 2024Updated last year
- Repository for the SCALE-MAMBA MPC system☆265Sep 6, 2023Updated 2 years ago
- A set of tutorials to implement the Federated Averaging algorithm on TensorFlow.☆183Apr 20, 2021Updated 4 years ago
- Privacy -preserving Neural Networks☆79Dec 21, 2018Updated 7 years ago
- A Peer-to-peer Platform for Secure, Privacy-preserving, Decentralized Data Science☆616Feb 16, 2023Updated 3 years ago
- Bridge between TensorFlow and Google's Private Join and Compute library☆16Dec 27, 2022Updated 3 years ago
- SecMML (Queqiao): Secure MPC (multi-party computation) Machine Learning Framework.☆113Jul 20, 2023Updated 2 years ago
- A two-party generator for Vector-OLE correlations.☆31Jan 17, 2021Updated 5 years ago
- A library for Partially Homomorphic Encryption in Python☆633Aug 4, 2023Updated 2 years ago
- 📊 Privacy Preserving Medical Data Analytics using Secure Multi Party Computation. An End-To-End Use Case. A. Giannopoulos, D. Mouris M.S…☆21Dec 5, 2023Updated 2 years ago
- Rust implementation of the BMR16 arithmetic garbling scheme.☆34Dec 19, 2019Updated 6 years ago
- Easy Setup, File-based, Offline Capable Federated Learning and Computations☆22Feb 11, 2026Updated 3 weeks ago
- Perform data science on data that remains in someone else's server☆9,857Jul 15, 2025Updated 7 months ago
- A Secure Multiparty Computation (MPC) protocol for computing linear regression on vertically distributed datasets.☆32Apr 16, 2019Updated 6 years ago
- being creative with AI and emojis 🙂 🤖☆21Oct 22, 2017Updated 8 years ago
- Defines types for all Serde encoding across languages☆20Sep 3, 2024Updated last year
- Oblivious Transfer, Oblivious Transfer Extension and Variations☆183Nov 13, 2025Updated 3 months ago
- Comprehensive Open Source Library for Secure Multiparty Computation☆188Jul 20, 2023Updated 2 years ago
- A curated list of resources for privacy-preserving machine learning☆148Oct 19, 2021Updated 4 years ago
- MPyC: Multiparty Computation in Python☆414Feb 19, 2026Updated 2 weeks ago
- tf-trusted allows you to run TensorFlow models in secure enclaves☆87Jul 23, 2020Updated 5 years ago
- Awesome list for cryptographic secure computation paper. This repo includes *Lattice*, *DifferentialPrivacy*, *MPC* and also a comprehens…☆220Dec 24, 2024Updated last year
- ☆848Oct 20, 2025Updated 4 months ago
- Collection of presentation of my work on various platforms and meetups☆22Feb 2, 2026Updated last month
- Proof of concept on a predictive maintenance use case using federated learning to continuously improve predictions of the remaining life…☆85May 9, 2023Updated 2 years ago
- Crypto and networking utils used for ABY and OTExtension☆19Jul 6, 2021Updated 4 years ago
- A generic Secure Computation API for garbled circuits, SPDZ, etc.☆21May 12, 2023Updated 2 years ago
- This repository is a fork of Microsoft Research's homomorphic encryption implementation, the Simple Encrypted Arithmetic Library (SEAL). …☆231Jul 27, 2019Updated 6 years ago
- SOON TO BE DEPRECATED - The TensorFlow bindings for PySyft☆56May 30, 2020Updated 5 years ago