FeatureCloud
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About
FeatureCloud is an all-in-one platform dedicated to federated, secure, and private AI. It enables users to run, develop, and publish privacy-preserving machine learning algorithms. The platform ensures privacy through federated learning, differential privacy, and secure multi-party computation, allowing multi-institutional data analysis where data remains behind local firewalls without sensitive exchange. It offers robust project management tools for cross-institutional collaboration, enabling users to build workflows and train models without programming expertise. Developers can contribute and publish their federated AI solutions in the App Store using provided templates and the FeatureCloud API, with certification by privacy experts. Researchers can create collaborative projects, invite collaborators, analyze decentralized datasets, and perform machine learning analyses in an intuitive environment while maintaining full control of their data. The platform aims to bring privacy-preserving AI directly to healthcare and other fields.
Platform
Task
Features
• workflow builder
• federated learning
• privacy-preserving ai
• secure multi-party computation
• decentralized data analysis
• featurecloud api
• app store for ai solutions
• project management & collaboration
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