I am a second-year pre-medical student at Washington University in St. Louis, studying Cognitive Neuroscience and Healthcare Management. This past summer and current fall-spring semesters I have had the pleasure to work in the McCal-Hasani Labs where we study opioid withdrawal. Today, I will be walking you through machine learning approaches to allow for unbiased analysis of opioid withdrawal.