Achieving fairness in systems powered by technology is a essential objective. As techniques become increasingly sophisticated, it's imperative to ensure they handle individuals fairly. This involves reducing bias inherent in data and models themselves. By incorporating methods that promote fairness, we can aim to create a more inclusive technologic