Interpretability Of AI is essential for ensuring that Artificial Intelligence Systems are Transparent and understandable to humans, which helps build trust and facilitates Verification and debugging. The challenge lies in balancing the Complexity of high-performance models with the necessity for them to explain their Decision-making Processes in a meaningful way.