En bref Convolutional Neural Networks (CNNs) have transformed how machines perceive the visual world. A CNN’s journey begins with simple filters that detect basic patterns—lines, textures, and edges—and progressively builds complex representations that can identify faces, animals, or scenes. This deepening hierarchy is not accidental: it mirrors how humans recognize objects by composing simple features …