Achieving fairness in platforms powered by technology is a crucial endeavor. As techniques become increasingly complex, it's imperative to ensure they treat individuals equitably. This involves eliminating bias existing in data and systems themselves. By adopting strategies that promote fairness, we can aim to create a more just technological lands