In the fast-paced artificial intelligence (AI) world, the quest for fairness has become crucial. The need for equitable and just deployment becomes paramount as AI technologies permeate various sectors, including healthcare, finance, and criminal justice. However, achieving fairness in AI is no small feat, as researchers, developers, and policymakers grapple with the complexities and nuances