Neural networks, lauded for their ability to process complex data, have become a pillar of modern machine learning. However, their complex architecture often remains as a puzzle, leading to the familiar "black box" {phenomenon|. For those seeking to understand the inner operations of these powerful systems, a voyage into their depths is crucial.