Polariton chemistry has become a fast-growing community, with exciting progress occurring daily. We feel this is the right time to review this exciting progress and encourage more people from both chemistry and quantum optics to continuously contribute to this evergrowing field. We hope that this review will serve as a useful document for anyone who wants to get familiar with the context of polariton chemistry and molecular cavity QED and will significantly benefit the entire community.