This is the story of my assorted attempts to do some good with machine learning (and statistics). Through its telling, I’ll highlight several models of organizing social good efforts, describe half a dozen social good problems that would benefit from our community's attention, and present both resources and challenges for those looking to do some good with ML and stats.