ggoggam / fed-ml
Git Repository for APMA DRP Project - Federated Machine Learning
☆9Updated 5 years ago
Alternatives and similar repositories for fed-ml:
Users that are interested in fed-ml are comparing it to the libraries listed below
- Bayesian Nonparametric Federated Learning of Neural Networks☆143Updated 5 years ago
- Federated Optimization in Heterogeneous Networks (MLSys '20)☆665Updated last year
- Implementation of dp-based federated learning framework using PyTorch☆291Updated last year
- A collection of Google research projects related to Federated Learning and Federated Analytics.☆702Updated 6 months ago
- A library for federated learning (a distributed machine learning process) in an enterprise environment.☆501Updated last year
- Personalized Federated Learning with Moreau Envelopes (pFedMe) using Pytorch (NeurIPS 2020)☆293Updated 2 years ago
- Simulate a federated setting and run differentially private federated learning.☆366Updated 6 months ago
- Code for "Analyzing Federated Learning through an Adversarial Lens" https://arxiv.org/abs/1811.12470☆147Updated 2 years ago
- Privacy Preserving Vertical Federated Learning☆217Updated last year
- Democratize access to data, decentralize Artificial intelligence and enhance user privacy with Federated learning and Blockchain.☆185Updated 3 years ago
- FedTorch is a generic repository for benchmarking different federated and distributed learning algorithms using PyTorch Distributed API.☆189Updated 9 months ago
- Dopamine: Differentially Private Federated Learning on Medical Data (AAAI - PPAI)☆72Updated last week
- Code for Federated Learning with Matched Averaging, ICLR 2020.☆333Updated 3 years ago
- [NeurIPS 2019 FL workshop] Federated Learning with Local and Global Representations☆230Updated 6 months ago
- Federated Learning Benchmark - Federated Learning on Non-IID Data Silos: An Experimental Study (ICDE 2022)☆579Updated 11 months ago
- Differential Privacy Preservation in Deep Learning under Model Attacks☆132Updated 3 years ago
- Code and data accompanying the FedGen paper☆249Updated 3 months ago
- Scripts for figures and calculations of the manuscript by Warnat-Herresthal el al. 2020☆195Updated 3 years ago
- Everything you want about DP-Based Federated Learning, including Papers and Code. (Mechanism: Laplace or Gaussian, Dataset: femnist, shak…☆368Updated 3 months ago
- Implement FedAvg algorithm based on Tensorflow☆239Updated 4 years ago
- FedMD: Heterogenous Federated Learning via Model Distillation☆150Updated 3 years ago
- A ledger for private and secure peer to peer machine learning☆107Updated last year
- Official code implementation for "Personalized Federated Learning using Hypernetworks" [ICML 2021]☆185Updated 2 years ago
- Official implementation of "FL-WBC: Enhancing Robustness against Model Poisoning Attacks in Federated Learning from a Client Perspective"…☆83Updated 4 years ago
- ☆191Updated 6 months ago
- vertical federated learning paper lists☆75Updated 4 years ago
- Fair Resource Allocation in Federated Learning (ICLR '20)☆246Updated last year
- ☆172Updated 3 months ago
- [ICLR'21] FedBN: Federated Learning on Non-IID Features via Local Batch Normalization☆237Updated last year
- Curated notebooks on how to train neural networks using differential privacy and federated learning.☆66Updated 4 years ago