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Toward a tipping point in federated learning in healthcare and life sciences
Inken Hagestedt1, Ian Hales1, Eric Boernert2
1Apheris AI GmbH, Berlin, Germany.
Patterns (New York, N.Y.)
|November 21, 2024
Abstract:
We discuss the real-world application of federated learning (FL) in the healthcare and life sciences industry, noting a tipping point in its adoption beyond academia. Sharing our experiences with multi-hospital and multi-pharma collaborations, we highlight the importance of involving key stakeholders to develop production-grade FL solutions that are fully compliant with stringent privacy and security standards.
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