Project Name | Stars | Downloads | Repos Using This | Packages Using This | Most Recent Commit | Total Releases | Latest Release | Open Issues | License | Language |
---|---|---|---|---|---|---|---|---|---|---|
Pysyft | 9,188 | 3 | 2 | a month ago | 228 | December 07, 2023 | 143 | apache-2.0 | Python | |
Perform data science on data that remains in someone else's server | ||||||||||
Opacus | 1,535 | 17 | 4 months ago | 20 | May 06, 2022 | 68 | apache-2.0 | Jupyter Notebook | ||
Training PyTorch models with differential privacy | ||||||||||
Pfllib | 1,147 | 4 days ago | 7 | gpl-2.0 | Python | |||||
We expose this user-friendly algorithm library (with an integrated evaluation platform) for beginners who intend to start federated learning (FL) study | ||||||||||
Synthcity | 292 | 4 months ago | 25 | apache-2.0 | Python | |||||
A library for generating and evaluating synthetic tabular data for privacy, fairness and data augmentation. | ||||||||||
Differential Privacy Based Federated Learning | 212 | 5 months ago | 1 | gpl-3.0 | Python | |||||
Everything you want about DP-Based Federated Learning, including Papers and Code. (Mechanism: Laplace or Gaussian, Dataset: femnist, shakespeare, mnist, cifar-10 and fashion-mnist. ) | ||||||||||
Bastionlab | 157 | 7 months ago | 14 | apache-2.0 | Rust | |||||
A simple framework for privacy-friendly data science collaboration | ||||||||||
Envisedge | 132 | a year ago | 127 | apache-2.0 | Python | |||||
Deploy recommendation engines with Edge Computing | ||||||||||
Liberate Fhe | 76 | 3 months ago | 2 | bsd-3-clause-clear | Python | |||||
A Fully Homomorphic Encryption (FHE) library for bridging the gap between theory and practice with a focus on performance and accuracy. | ||||||||||
Pyvacy | 73 | 4 years ago | 5 | May 03, 2019 | 2 | apache-2.0 | Python | |||
👁🙅♀️Differentially Private Optimization Algorithms for PyTorch | ||||||||||
Decentralized Ml | 42 | 3 years ago | apache-2.0 | Jupyter Notebook | ||||||
Full stack service enabling decentralized machine learning on private data |