Achieving fairness in platforms powered by technology is a essential endeavor. As techniques become increasingly sophisticated, it's critical to ensure they address individuals equitably. This involves reducing bias inherent in data and models themselves. By incorporating methods that promote fairness, we can strive to create a more just technologi