The following book is a good reference: - [The Algorithmic Foundations for Differential Privacy](https://www.cis.upenn.edu/~aaroth/privacybook.html). And one of the authors has a course for it too: - [The Algorithmic Foundations of Data Privacy](https://www.cis.upenn.edu/~aaroth/courses/privacyF11.html).