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. It enables secure and private AI for everyone by leveraging federated learning, differential privacy, and secure multi-party computation, ensuring that sensitive data remains safely behind local firewalls. The platform facilitates project management, allowing users to collaborate across institutions and borders, build workflows, and train machine learning models without extensive programming expertise. It also features an App Store where developers can contribute and publish their own federated AI solutions using provided templates, making algorithms accessible to the public, particularly in healthcare. FeatureCloud empowers researchers to create collaborative machine learning projects with decentralized datasets and offers developers an API to build privacy-preserving AI applications.
Platform
Features
• federated learning
• differential privacy
• secure multi-party computation
• privacy-preserving analysis of multi-institutional data
• intuitive environment for machine learning analysis
• featurecloud api for developers
• app store for publishing algorithms
• project management and collaboration
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