This repository contains slide and poster materials for our oral and poster presentations at the 2024 NeurIPS Machine Learning and the Physical Sciences Workshop (ML4PS). We presented The State of Julia for Scientific Machine Learning by Edward Berman and Jacob Ginesin (equal contribution)