4min chapter

Lex Fridman Podcast cover image

Michael Kearns: Algorithmic Fairness, Bias, Privacy, and Ethics in Machine Learning

Lex Fridman Podcast

CHAPTER

Is There Hope for Any Kind of Privacy?

differential privacy is an alternate, much stronger notion of privacy than these anonymization ideas. It says that any harms that might come to you from the analysis in which your data was included are essentially nearly identical to the harms that would have come to you if the same analysis had been done without your medical record included. In other words, this doesn't say that bad things cannot happen to you as a result of data analysis. It just says that these bad things were going to happen to you already, even if your data wasn't included.

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