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