Curated notebooks on how to train neural networks using differential privacy and federated learning.
☆66Jan 15, 2021Updated 5 years ago
Alternatives and similar repositories for differential-privacy-federated-learning
Users that are interested in differential-privacy-federated-learning are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- Implementation of dp-based federated learning framework using PyTorch☆320Jan 3, 2026Updated 4 months ago
- Simulate a federated setting and run differentially private federated learning.☆390Mar 7, 2025Updated last year
- Privacy Preserving Collaborative Encrypted Network Traffic Classification (Differential Privacy, Federated Learning, Membership Inference…☆130May 1, 2023Updated 3 years ago
- Differential private machine learning☆200Feb 10, 2022Updated 4 years ago
- Differential priavcy based federated learning framework by various neural networks and svm using PyTorch.☆47Nov 28, 2022Updated 3 years ago
- Wordpress hosting with auto-scaling - Free Trial Offer • AdFully Managed hosting for WordPress and WooCommerce businesses that need reliable, auto-scalable performance. Cloudways SafeUpdates now available.
- Differentially Private Federated Learning on Heterogeneous Data☆77Feb 22, 2022Updated 4 years ago
- All exercises from private AI Facebook Scholarship☆13Jul 21, 2019Updated 6 years ago
- This course introduced me to three cutting-edge technologies for privacy-preserving AI: Federated Learning, Differential Privacy, and Enc…☆11Sep 2, 2019Updated 6 years ago
- Dopamine: Differentially Private Federated Learning on Medical Data (AAAI - PPAI)☆76Feb 9, 2025Updated last year
- A Fine-grained Differentially Private Federated Learning against Leakage from Gradients☆16Jan 18, 2023Updated 3 years ago
- Differential priavcy based federated learning framework by various neural networks and svm using PyTorch.☆35Feb 8, 2021Updated 5 years ago
- Samples of multi-class text classification with Differential Privacy Tensorflow 2.0☆11Feb 8, 2020Updated 6 years ago
- 联邦学习分布式训练MNist数据集☆63Jun 11, 2019Updated 6 years ago
- Everything you want about DP-Based Federated Learning, including Papers and Code. (Mechanism: Laplace or Gaussian, Dataset: femnist, shak…☆422Oct 26, 2024Updated last year
- Deploy on Railway without the complexity - Free Credits Offer • AdConnect your repo and Railway handles the rest with instant previews. Quickly provision container image services, databases, and storage volumes.
- An implementation of Deep Learning with Differential Privacy☆26Mar 25, 2023Updated 3 years ago
- Federated learning convolution neural network (FL-CNN) to detect mode of transport from Itinerum GPS trajectories.☆35Apr 25, 2019Updated 7 years ago
- Useful tools for differential privacy☆219Sep 11, 2022Updated 3 years ago
- Differentially Private Federated Learning: A Client Level Perspective☆12Jul 3, 2019Updated 6 years ago
- ☆20Apr 10, 2019Updated 7 years ago
- Repository for Federated Learning with Differential Privacy☆11May 28, 2022Updated 3 years ago
- Code to accompany the paper "Deep Learning with Gaussian Differential Privacy"☆49Apr 29, 2021Updated 5 years ago
- Related material on Federated Learning☆26Apr 9, 2020Updated 6 years ago
- Research simulation toolkit for federated learning☆13Nov 7, 2020Updated 5 years ago
- Managed Database hosting by DigitalOcean • AdPostgreSQL, MySQL, MongoDB, Kafka, Valkey, and OpenSearch available. Automatically scale up storage and focus on building your apps.
- Federated learning used to detect credit card fraud☆13Jun 23, 2020Updated 5 years ago
- Source code for paper "How to Backdoor Federated Learning" (https://arxiv.org/abs/1807.00459)☆316Jul 25, 2024Updated last year
- nips23-Dynamic Personalized Federated Learning with Adaptive Differential Privacy☆93Sep 10, 2024Updated last year
- This repository provides python code for privacy preserving image classification based on fully homomorphic encryption (FHE).☆12Sep 20, 2019Updated 6 years ago
- TensorFlow experiment codes of XOR Mixup: Privacy-Preserving Data Augmentation for One-Shot Federated Learning (FL' ICML 2020)☆13Aug 10, 2020Updated 5 years ago
- Final project for Lesson 6: Differential privacy for deep learning in the Facebook and Udacity Secure and Private AI scholarship nanodeg…☆22Oct 14, 2019Updated 6 years ago
- ☆17Aug 5, 2024Updated last year
- simple Differential Privacy in PyTorch☆49May 29, 2020Updated 5 years ago
- Implementation of Communication-Efficient Learning of Deep Networks from Decentralized Data☆1,436May 7, 2024Updated last year
- Deploy on Railway without the complexity - Free Credits Offer • AdConnect your repo and Railway handles the rest with instant previews. Quickly provision container image services, databases, and storage volumes.
- Code for Federated Learning with Matched Averaging, ICLR 2020.☆342Dec 5, 2021Updated 4 years ago
- Code for Data Poisoning Attacks Against Federated Learning Systems☆205Jun 13, 2021Updated 4 years ago
- A Simulator for Privacy Preserving Federated Learning☆95Jan 12, 2021Updated 5 years ago
- An open-source framework for machine learning and other computations on decentralized data.☆2,436Apr 24, 2026Updated last week
- ☆23Dec 15, 2022Updated 3 years ago
- ☆19Jun 11, 2021Updated 4 years ago
- Code for Exploiting Unintended Feature Leakage in Collaborative Learning (in Oakland 2019)☆56May 28, 2019Updated 6 years ago