Fraud detection remains a significant challenge for several industries, including banking, insurance, and e-commerce sectors. Traditionally, these sectors have relied on rule-based systems to detect fraudulent transactions. However, as fraudulent behaviors become increasingly sophisticated, it's essential to leverage advanced technologies to stay a step ahead. This article delves into the usage of Machine Learning in fraud detection, its benefits, and how various sectors are utilizing it.