The WG will engage with scientists, academics, national laboratories, such as synchrotrons, in securing, engineering, curating, and publishing datasets and machine learning benchmarks that operate on experimental scientific datasets. This will entail working across different domains of sciences, including material, life, environmental, and earth sciences, particle physics, and astronomy, to mention a few. We will include traditional observational and computer-generated data.