TAIMedimg research solution
Federated learning (FL) is a machine learning method that enables multiple parties to collaboratively train a model orchestrated by a trustable central server while keeping data locally. Taiwan AI Labs build up the first open-source federated learning framework in TW which called Harmonia. Harmonia is used across multiple medical centers in TW by a top-down TFDA government guidance. It gained a lot of reputation due to its patient privacy protection mechanism, hospital cross-organizational collaboration operation, and cross-organizational model training and validation processing.