Recent advances in deep learning have opened new directions for scientific visualization. In this talk, I will present our recent work that enables interactive flow visualization and 3D reconstruction using 3D Gaussian Splatting for scientific data, highlighting how deep learning techniques can enhance scalability, interactivity, and visual quality in scientific visualization.