Achieving fairness in applications powered by technology is a significant goal. As algorithms become increasingly complex, it's imperative to ensure they address individuals justly. This involves eliminating bias present in data and models themselves. By incorporating methods that promote fairness, we can strive to create a more inclusive technolog