Achieving fairness in platforms powered by technology is a essential goal. As models become increasingly advanced, it's imperative to ensure they handle individuals equitably. This involves eliminating bias inherent in data and algorithms themselves. By incorporating methods that promote fairness, we can endeavor to create a more equitable technolo