At Julia Computing, our mission is to advance scientific discovery. In order to achieve this goal across many disciplines, we need to leverage modern techniques across varying architectures. This presentation will cover two intersections of exciting new methods and hardware to accelerate scientific insight. First, we dive into JuliaSim where cutting-edge machine learning techniques are being applied to physical simulations. Then, we will see how oneAPI.jl can be used efficiently to program accelerators.