Achieving fairness in applications powered by technology is a crucial endeavor. As models become increasingly advanced, it's imperative to ensure they handle individuals justly. This involves reducing bias existing in data and systems themselves. By adopting strategies that promote fairness, we can endeavor to create a more just technological lands