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Training Federated AI Models to Predict Protein Properties

NVIDIA Developer Blog · published 8 October 2025

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https://nvidia.github.io/NVFlare/

nvidia.github.io

https://nvidia.github.io/bionemo-framework/

nvidia.github.io

https://github.com/NVIDIA/NVFlare/blob/main/examples/tutorials/self-paced-training/part-5_federated_learning_applications_in_industries/chapter-11_federated_learning_in_healthcare_lifescience/11.2_drug_discovery/11.2.1_drug_discovery_bionemo/protein_property_prediction_with_bionemo.ipynb

github.com

https://catalog.ngc.nvidia.com/orgs/nvidia/teams/clara/models/esm2nv650m

catalog.ngc.nvidia.com

https://academic.oup.com/bioinformaticsadvances/article/1/1/vbab035/6432029

academic.oup.com

https://github.com/sacdallago/biotrainer/blob/main/docs/data_standardization.md

github.com

https://catalog.ngc.nvidia.com/orgs/nvidia/teams/clara/containers/bionemo-framework

catalog.ngc.nvidia.com

https://github.com/NVIDIA/NVFlare

github.com

https://github.com/NVIDIA/NVFlare/tree/main/examples/advanced/bionemo

github.com