Abstract: In recent years, machine learning had made great progress in predicting and optimizing the preparation and application of biochar. This paper provided a comprehensive review of the role of machine learning in facilitating the preparation and application of biochar. The machine learning models applied in the preparation and application of biochar were mainly introduced, as well as some suggestions for the latest research.