The accelerated expansion of Artificial Intelligence systems presents considerable concerns surrounding ethical considerations. Successfully dealing with this evolving ethical area requires a multi-faceted approach. This demands diligent evaluation of potential unfairness within datasets and algorithms, ensuring explainability in decision-making pr