PaddleFL
Federated Learning Framework
A framework that enables secure and efficient distributed machine learning across multiple organizations without sharing raw data.
Federated Deep Learning in PaddlePaddle
496 stars
25 watching
121 forks
Language: Python
last commit: over 1 year ago Related projects:
Repository | Description | Stars |
---|---|---|
ibm/federated-learning-lib | A framework for collaborative distributed machine learning in enterprise environments. | 499 |
kai-yue/ntk-fed | A framework for federated learning that leverages the neural tangent kernel to address statistical heterogeneity in distributed machine learning. | 3 |
bytedance/feddecorr | Provides an implementation of various heterogeneous federated learning methods and datasets to mitigate dimensional collapse in distributed machine learning | 63 |
gingsmith/fmtl | A framework for collaborative learning across multiple tasks and datasets in a distributed manner | 129 |
codepothunter/fednp | A framework for non-IID federated learning via neural propagation | 6 |
wenkehuang/fccl | A framework for tackling heterogeneity and catastrophic forgetting in federated learning by leveraging cross-correlation and similarity learning | 97 |
litian96/ditto | A framework for personalized federated learning to balance fairness and robustness in decentralized machine learning systems. | 137 |
smilelab-fl/fedlab | A flexible framework for distributed machine learning where participants train local models and collaboratively optimize them without sharing data | 738 |
securefederatedai/openfl | A framework for enabling collaboration on machine learning projects without sharing sensitive data | 728 |
desternylin/perfed | An implementation of various federated learning algorithms with a focus on communication efficiency, robustness, and fairness. | 15 |
cuis15/fcfl | An implementation of Fair and Consistent Federated Learning using Python. | 20 |
paddlepaddle/paddle | A high-performance deep learning framework designed for industrial-scale training and deployment of neural networks. | 22,278 |
galaxylearning/gfl | A decentralized federated learning framework based on blockchain and PyTorch. | 242 |
lxcnju/fedrepo | An open-source repository implementing various federated learning algorithms with source code for multiple deep learning applications. | 174 |
jinheonbaek/fed-pub | Personalized Subgraph Federated Learning framework for distributed machine learning | 44 |