Achieving fairness in systems powered by technology is a significant goal. As techniques become increasingly complex, it's vital to ensure they handle individuals fairly. This involves mitigating bias existing in data and algorithms themselves. By incorporating techniques that promote fairness, we can strive to create a more inclusive technological