FATE
Collaborative ML framework
An industrial-grade framework for collaborative machine learning on private data while maintaining security and privacy
An Industrial Grade Federated Learning Framework
6k stars
136 watching
2k forks
Language: Python
last commit: 9 days ago
Linked from 2 awesome lists
algorithmfatefederated-learningmachine-learningprivacy-preserving
ethicalml/awesome-production-machine-learning
innovation-cat/awesome-federated-machine-learningRelated projects:
| Repository | Description | Stars |
|---|---|---|
| federatedai/fate-client | Provides tools and APIs for designing, scheduling, and running federated machine learning jobs in a secure and efficient manner. | 3 |
| federatedai/fate-community | Documentation repository for a community-driven project focused on federated AI technology development and governance. | 25 |
| federatedai/fate-flow | An end-to-end federated learning workflow platform for managing data and models across multiple parties | 52 |
| federatedai/fate-serving | A high-performance serving system for federated learning models, providing support for online algorithms, real-time inference, and model management. | 139 |
| federatedai/fate-test | A collection of tools and tests for evaluating the performance of federated machine learning systems | 1 |
| federatedai/fate-board | A visualization tool for federated learning modeling to monitor and improve models | 100 |
| federatedai/fate-llm | A framework for collaborative training of large language models in a privacy-preserving manner | 160 |
| federatedai/fate-cloud | An infrastructure tool for managing and securing collaborative data networks across organizations | 30 |
 scaleoutsystems/fedn | An open source federated learning framework designed to be secure, scalable and easy-to-use for enterprise environments | 143 |
 adap/flower | A framework for building federated AI systems with customization, extensibility, and flexibility in mind. | 5,146 |
| federatedai/ansiblefate | A tool that automates the deployment of FATE clusters using Ansible | 21 |
 securefederatedai/openfl | A framework for enabling collaboration on machine learning projects without sharing sensitive data | 728 |
| federatedai/fate-builder | A tool designed to streamline the process of building and packaging FATE releases | 8 |
 google-parfait/tensorflow-federated | An open-source framework for training machine learning models across decentralized data | 2,322 |
 omarfoq/fedem | Develops and evaluates federated learning algorithms for personalizing machine learning models across heterogeneous client data distributions. | 154 |