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An important use-case is federated learning, which Google, and many healthcare / pharmaceutical companies are very interested in. In federated learning, multiple companies or groups with their own private data come together to train a model jointly on all the private data, while keeping the data private. You need more than zero-knowledge proofs to actually do federated learning securely, but to my limited knowledge they are one tool in the toolbox that can be useful.


Wow. This fed learning field is really, really cool.




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