Flower
flower.aiA unified approach to federated learning, analytics, and evaluation.
AI Toolsfederated-learningmachine-learningopen-sourcedistributed-aillmpythonprivacy
About
Flower is an open-source federated AI framework that enables distributed machine learning across any workload, ML framework, or programming language. It provides tools for federated learning, analytics, and evaluation at global scale, with a large community of researchers and engineers. Flower Labs also offers enterprise services and support for teams deploying federated AI from prototyping to production.
Problem
Training machine learning models across decentralized data sources without centralizing sensitive data is complex and lacks standardized tooling.
For
AI researchers and engineers building federated learning systems
How it works
Flower provides a unified framework and platform that federates any ML workload across distributed nodes, supporting multiple frameworks and programming languages.
Business model
freemium
Status
launched
Company
Flower Labs