Delves into the captivating realm of Deep Neural Networks, where artificial intelligence converges with the intricate mechanics of the human brain. This quest unveils fascinating insights into how systems can learn, adapt, and interpret the world around them. Through a lens of deep learning algorithms, we discover the potential of NOHU to transform