The application history and research progress in machine-learning-based optical controlling and imaging through scattering media were reviewed，and several representative machine learning algorithms and network architectures were analyzed in detail. Finally， the research progress and trend of the machine learning used in optical controlling and imaging through scattering media were summarized. Existing problems and future research priorities were discussed as well.