1 INTRODUCTION  
2 PRELIMINARIES ABOUT MACHINE LEARNING  
3 MEMBERSHIP INFERENCE ATTACKS ON MACHINE LEARNING MODELS  
4 WHY MEMBERSHIP INFERENCE ATTACKS WORK  
5 MEMBERSHIP INFERENCE DEFENSES ON MACHINE LEARNING MODELS  
6 METRICS, DATASETS, AND OPEN-SOURCE IMPLEMENTATIONS  
7 FUTURE DIRECTIONS  
8 CONCLUSION