npapernot / multiple-teachers-for-privacy
This repository contains binaries for the multiple teacher approach to learning differential private ML models: https://arxiv.org/abs/1610.05755
☆10Updated 8 years ago
Related projects ⓘ
Alternatives and complementary repositories for multiple-teachers-for-privacy
- Fork of the differential privacy module of TF/models/research☆14Updated 5 years ago
- Benchmark and comparison of secure Deep Learning platforms: TF Privacy, PySyft and TF-Encrypted☆10Updated 3 years ago
- Using federated learning and CNNs to analyze X-ray images of Lungs and determining whether pneumonia is present.☆33Updated 5 years ago
- A concise primer on Differential Privacy☆28Updated 4 years ago
- Proof of concept on a predictive maintenance use case using federated learning to continuously improve predictions of the remaining life…☆11Updated 4 years ago
- Federated Machine Learning Using MLP☆10Updated 7 years ago
- Collateral Learning - Functional Encryption and Adversarial Training on partially encrypted networks☆75Updated 3 months ago
- ☆12Updated 5 years ago
- Research prototype of deletion efficient k-means algorithms☆23Updated 4 years ago
- Machine Learning with SPDZ☆19Updated 6 years ago
- TensorFlow World 2019 Tutorial: Privacy-Preserving Machine Learning with TF Encrypted & PySyft☆46Updated last year
- Code for the Adversarial Image Detectors and a Saliency Map☆12Updated 7 years ago
- The code reproduces the results of the experiments in the paper. In particular, it performs experiments in which machine-learning models …☆19Updated 3 years ago
- The source code to reproduce the results reported in the 'Federated Online Learning to Rank with Evolution Strategies' paper, published a…☆33Updated 3 years ago
- A general method for training cost-sensitive robust classifier☆21Updated 5 years ago
- Code for "Differential Privacy Has Disparate Impact on Model Accuracy" NeurIPS'19☆34Updated 3 years ago
- Naive implementation of basic Differential-Privacy framework and algorithms☆9Updated 6 years ago
- SmoothOut: Smoothing Out Sharp Minima to Improve Generalization in Deep Learning☆23Updated 6 years ago
- Various experiments on the [Fashion-MNIST](https://github.com/zalandoresearch/fashion-mnist) dataset from Zalando☆31Updated 7 years ago
- ☆29Updated 5 years ago
- Repository with code for paper "Inhibited Softmax for Uncertainty Estimation in Neural Networks"☆25Updated 5 years ago
- ☆15Updated 7 years ago
- Blog dedicated to cryptography and machine learning☆23Updated last week
- CVPR 2019 paper "Disentangling Adversarial Robustness and Generalization".☆14Updated 5 years ago
- Proximal Asynchronous SAGA☆12Updated 6 years ago
- Boiler plate code for Torch based ML projects☆10Updated 3 years ago
- A curated list of resources for privacy-preserving machine learning☆147Updated 3 years ago
- VectorDefense: Vectorization as a Defense to Adversarial Examples --->☆13Updated 6 years ago
- Generalized Compressed Network Search with PyTorch☆26Updated 7 years ago