The convergence of medicine and deep learning promises many life-changing innovations that will advance healthcare. To contribute to this cause, my research aims to synthesize insights from various domains into a unified AI platform. Unlike existing AI models that typically focus on a single modality, I focus on developing deep learning technologies that combine knowledge and modalities from a myriad of medical domains such as multi-omics, nanomedicine, and nucleic acid/protein engineering. This will be key to enhancing our understanding of human health and medicine, leading to groundbreaking discoveries in personalized healthcare.