1 Introduction

2 Scope of the Survey

3 Low-Cost Air Quality Sensing Pipeline

4 Low-Cost Air Quality Sensors

5 Data Collection and Pre-Processing

6 Machine Learning Calibration of Low-Cost Air Quality Sensors

7 Measuring Performance and Comparing Models

8 Discussion and Roadmap

9 Summary and Conclusion