1 Introduction  
2 Preliminary of Topic Models  
3 NTMs with Different Structures  
4 NTMs for Various Scenarios  
5 Applications of NTMs  
6 Challenges of NTMs  
7 Topic Semantic-aware Diversity  
8 Topic Model Toolkits  
9 Conclusion