SRMPmachine innovates within the well-established Science Research Mentoring Program (SRMP) by creating opportunities for high school interns to apply machine learning (ML) to scientific problems in the natural sciences. We are measuring students knowledge and skill gains, and shifts in attitudes towards AI and career awareness.