The rapid growth of AI and machine learning has led to "data obesity," making data management in Smart-Health and Fintech challenging. Privacy concerns limit traditional machine learning, prompting Google’s Federated Learning (FL) as a solution. This research explores FL’s potential in secure, cooperative AI training.