Deep neural networks embody a revolutionary paradigm in artificial intelligence, enabling machines to master complex patterns and generate intricate decisions. These sophisticated architectures, modeled after the biological brain, consist of nodes of interconnected components. Through intensive training on vast datasets, deep neural networks refine