Can we teach Machine Learning privacy?

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Machine learning requires massive amounts of data to teach the model. But we're often uploading that data to machine learning cloud services run by folks like Amazon and Google, where it might be exposed to malicious actors. Can we use machine-learning-as-service AND protect privacy?

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