1 Introduction

2 Background on Deep Learning and Resource-Efficiency

3 Model-Level Resource-Efficient Techniques

4 Arithmetic-Level Resource-Efficient Techniques

5 Implementation-Level Resource-Efficient Techniques

6 Interrelated Influences

7 Future Trend for Resource-Efficient Deep Learning

8 Conclusion