ML, Explain Yourself! is a 3-day conference in Utrecht, Netherlands, organized by the Normative Philosophy of Science Lab at Utrecht University and Eindhoven University of Technology. The conference will bring together philosophers and computer science researchers to discuss issues in ML surrounding decision support, scientific discovery, generalization, idealization, reliability, values, trust, and other areas in normative philosophy of science.