In today's data-driven world, Deep Intelligence (AI) is revolutionizing numerous industries. However, the opaque nature of many AI algorithms often impedes our ability to interpret their decision-making processes. This lack of transparency can lead to skepticism, particularly in critical applications where explainability is paramount. To address th