Have you though about what happens at inference? Suppose I train in a federated healthcare environment using PII features from patient records. Once I get the weights back how can I ever deploy it if I don't have access to the same features? The models would become highly coupled to the training environments no?
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This is a great project!
Have you though about what happens at inference? Suppose I train in a federated healthcare environment using PII features from patient records. Once I get the weights back how can I ever deploy it if I don't have access to the same features? The models would become highly coupled to the training environments no?
Best of luck!