This workshop will take place at the University of Michigan Ann Arbor on October 21-22, 2022. We aim to bring together researchers to disseminate and discuss their recent work on statistical machine learning theory, methods, and applications for analyzing large-scale data. This event is co-sponsored by the Department of Statistics and Department of Biostatistics at the University of Michigan.