Microfabricated MEMS devices and functional nanomaterials can enable low-power and self-powered gas sensors for the internet-of-Things (IoT) applications. In this paper, various low-power / self-powered gas sensors and deep learning-based sensor signal processing technologies developed by our research group are presented.