Num. | Topics | Files |
1 | Introduction | Notes |
2 | Properties of differential privacy | Notes |
3 | Basic tools | Notes |
4 | Chernoff and Hoeffding bounds | Notes |
5 | Composition | Notes |
6 | Local differential privacy | Notes |
7 | Histograms + continual observation | Notes |
8 | The shuffle model | Notes |
9 | Private empirical risk minimization | Notes |
10 | Projected gradient decent | Notes |
11 | The interior point problem + amplification by subsampling | Notes |
12 | Private PAC learning | Notes |
13 | Private multiplicative weights | Notes |