Combining traditional high-performance computing (HPC) with artificial intelligence (AI) has the potential to revolutionize scientific research, particularly in the field of utilizing deep learning to predict extreme weather. This integration opens up a wide range of applications that can enhance our understanding of weather patterns, improve forecasting accuracy, and enable more effective disaster management strategies.