FeatureCloud
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About
FeatureCloud is an all-in-one platform designed for running, developing, and publishing federated and privacy-preserving machine learning algorithms for everyone. It enables privacy-preserving analysis of multi-institutional data using federated learning, differential privacy, and secure multi-party computation, ensuring data remains behind local firewalls without sensitive exchange. The platform facilitates project management, allowing collaboration across institutions and borders, enabling users to build workflows and train machine learning models without programming expertise. Developers can contribute their own federated AI solutions, publish them in the App Store using templates, and utilize the FeatureCloud API to develop custom algorithms. Researchers can create projects, invite collaborators, and analyze big, decentralized datasets, maintaining full control over their data in an intuitive environment. The platform aims to bring privacy-preserving AI directly to healthcare and other fields.
Platform
Task
Features
• federated learning
• differential privacy
• secure multi-party computation
• no-code workflow building
• analysis of decentralized datasets
• api for federated algorithm development
• app store for publishing ai solutions
• collaborative project management
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