1 Introduction  
2 Background  
3 Quantization Techniques  
4 Quantization of Network Components  
5 A Comparison of Two Quantization Methodologies  
6 Quantized Neural Networks: Case Studies  
7 Why Does Quantization Work?  
8 Future of Quantized Neural Networks  
9 Conclusion