Achieving fairness in systems powered by technology is a crucial objective. As models become increasingly advanced, it's vital to ensure they treat individuals justly. This involves eliminating bias inherent in data and models themselves. By incorporating methods that promote fairness, we can strive to create a more just technological landscape pos