Deep learning has emerged as a cornerstone of modern Artificial Intelligence (AI), offering unparalleled performance across a variety of complex tasks. Its ability to automatically learn features from vast amounts of data has transformed industries ranging from computer vision to natural language processing. Among the numerous applications of deep learning, three areas have witnessed significant progress: Neural Architecture Search (NAS), steganography, and medical applications. This chapter explores application of deep learning architectures in these three areas.