Can we teach Machine Learning privacy?

Minimalist · Mar 31, 2018

Machine learning is one of the hottest disciplines in computer science today. So hot, in fact, that cloud providers are doing a good and rapidly growing business in machine-learning-as-a-service (MLaaS).

But these services come with a caveat: all the training data must be revealed to the service operator. Even if the service operator does not intentionally access the data, someone with nefarious motives may. Or their may be legal reasons to preserve privacy, such as with health data.

In a recent paper, Chiron: Privacy-preserving Machine Learning as a Service Tyler Hunt, of the University of Texas, and others, presents a system that preserves privacy while enabling the use of cloud MLaaS.
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http://www.zdnet.com/article/can-we-teach-machine-learning-privacy/

mirimir · Mar 31, 2018

Best I think is to keep private whatever we want private. Trusting some third party to keep our stuff private is risky.

142395 · Apr 1, 2018

I think still these effort is required. Currently almost nobody who use ML really care privacy, so even with many limitations (there're surely things not mentioned in the article) I welcome these studies.

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