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vantage6

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About

vantage6 is an open-source infrastructure designed for federated learning, focusing on enhancing privacy in data analysis through collaborative analysis without compromising sensitive information. Built on the principles of autonomy, heterogeneity, and flexibility, vantage6 allows different parties to control their data while accommodating diverse hardware and variable data formats. It effectively addresses the privacy concerns in healthcare by executing algorithms where the data is stored, thus minimizing data leaks. The platform is structured around three pillars: Infrastructure, Algorithms, and Data, facilitating seamless collaboration and innovation in data science projects.

Platform

Keywords

collaboration privacy data analysis open-source federated learning

Task

Features

• open-source

• federated learning

• collaborative analysis

• supports heterogeneous systems

• privacy-preserving

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