Holger Roth, PhD
Principal Federated Learning Scientist, NVIDIA
Federated learning (FL) enables collaborative AI model development without centralizing data. NVIDIA FLARE is an open-source SDK designed to simplify its adoption. The lightweight, flexible and scalable Python package supports state-of-the-art FL algorithms, enabling privacy-preserving, distributed learning across enterprises using tools like homomorphic encryption, differential privacy and confidential computing. NVFlare integrates with various training libraries and facilitates customizable workflows, demonstrated in use cases like medical image analysis and biopharma and finance applications.