Science and AI: A Young Couple with Much Potential, But Needs a Bit of Help

For Science and AI, like young couples everywhere, there is  much potential, but this young couple needs a bit of help to grow and evolve. There potential for scientific advancement lies in several different dimensions, which include automating scientific experiments, discovering new and unexpected phenomena in data of increasing size and complexity, accelerating expensive multi-physics calculations with solvers based on machine learning methods, and many more. A couple of areas where the young couple might need help include overcoming communication barriers that might occur due to the highly multidisciplinary nature of the endeavor, problems overcoming a dearth of quality curated training data for supervised learning methods because in science there is often little
ground truth data to work with.