I. Introduction  
II. Fundamentals of Resource-efficient AIoT System  
III. Cross-level Optimization for DL Inference  
IV. Cross-level Optimization for DL Training  
V. Resource-efficient AIoT Applications  
VI. Open Issues and Future Directions  
VII. Conclusion