Machine learning (ML) is an increasingly popular method of data analysis that has meaningful application within the realm of pain management. Current research has used this technique as a tool to refine patient selection for more invasive pain management treatments in an effort to improve outcomes. It is also being used to aid in the search for biomarkers that could objectify the quantification of pain to better assess these outcomes. This article provides an overview of ML and its applications within the pain field.