The MLOps extension for distributed data

Deploy federated machine learning and analytics in days, not months.

Move quickly with production-ready Federated Learning.

integrate.ai
NVIDIA Flare
Flower
Infrastructure
Managed end-to-end platform
Python SDK
Web API Access
Data Science Tools
Out-of-the-box support for most models
Exploratory data analysis
Feature engineering
Privacy
Built-in differential privacy
Understandable privacy settings
Observability
Real-time network monitoring
Data network value metrics

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