The video below is an excellent example of home-brewed innovation that leverages machine learning to solve a problem many know but for which there is no financial incentive to address — it is a long tail problem. And while this is not something anyone can do without some technical skills, the case study does give us a glimpse of the incremental changes to everyday life machine learning promises to make as the technology gets democratized.