In today's data-driven world, Deep Intelligence (AI) is revolutionizing numerous industries. However, the black box nature of many AI algorithms often hinders our ability to interpret their decision-making processes. This lack of transparency can lead to uncertainty, particularly in sensitive applications where explainability is paramount. To addre