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flwrlabs/flower

flower

Flower: A Friendly Federated AI Framework

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flwrlabs

flwrlabs

flwrlabs • individual

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6,775

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1,170

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0/100

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Created

Feb 17, 2020

Project creation date

README Summary

Flower is an open-source federated learning framework that enables privacy-preserving machine learning across distributed datasets. It provides a unified approach to federated learning that works with popular ML frameworks like PyTorch, TensorFlow, and scikit-learn. The framework supports both research and production deployments with flexible client-server architectures.

AI Dev Skills

Unmapped

Federated LearningDistributed Machine LearningPrivacy-Preserving AIDeep LearningCross-Device LearningDifferential PrivacySecure AggregationClient-Server ArchitectureModel AggregationDecentralized Training

Tags

Federated LearningDistributed Machine LearningPrivacy-Preserving AIDeep LearningCross-Device LearningDifferential PrivacySecure AggregationClient-Server ArchitectureModel AggregationDecentralized TrainingEdge Device Model PersonalizationIoTTelecommunicationsTabularTextAI SafetyClient Sampling StrategiesSimulation-based FL ResearchOn-premiseCross-Hospital Medical AI TrainingCross-Silo Federated LearningFinTechPrivacy-Preserving Financial Model TrainingAutomotiveTime SeriesCollaborative AIContainerizedImageEdge AIDistributed Fraud DetectionFederated OptimizationDistributed AI SystemsMultimodalMulti-Framework ML IntegrationCollaborative Recommendation SystemsEdge/MobileCloudOn-device AIMulti-Organization AI ResearchHealthcareSelf-hostedFederated AnalyticsMobile Keyboard PredictionIoT Edge AnalyticsCross-Device Federated LearningContainerized ML DeploymentSimulationPython

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Recent Activity

Updated 24 days ago

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Quality

production
Quality
high
Maturity
production

Categories

Foundation ModelsPrimaryModel TrainingInference & ServingRoboticsSafety & AlignmentData Science & AnalyticsHealthcare & BiologyFinance & LegalMultimodal AIEdge & Mobile AISearch & KnowledgeOther AI / MLDev Tools & AutomationLearning ResourcesIndustry: FinTech

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Developer Platform

Languages

Python100.0%

Timeline

Project created
Feb 17, 2020
Forked
Mar 22, 2026
Your last push
24 days ago
Upstream last push
6 days ago
Tracked since
Mar 20, 2026

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