Proceedings for the SUDS Conference held at Caltech from 2024-08-21 to 08-23. Recent interdisciplinary collaborations between physical scientists and data scientists have yielded significant advancements in both fields. In order to establish a strong community of science and data science collaborators, we invited researchers, practitioners, leaders, and students to join us for our inaugural SUDS Conference.