Achieving fairness in applications powered by technology is a significant endeavor. As algorithms become increasingly advanced, it's imperative to ensure they handle individuals justly. This involves mitigating bias present in data and models themselves. By adopting techniques that promote fairness, we can aim to create a more inclusive technologic