Money laundering, the process of disguising the origins of illegally obtained funds, poses a significant threat to global financial systems. Anti-Money Laundering (AML) regulations aim to prevent, detect, and report financial crimes and money laundering activities. These measures help prevent the financing of terrorism, drug trafficking, and other criminal organizations. The scale of this issue is substantial: the United Nations Office on Drugs and Crime (UNODC) estimates that 2-5\% of global GDP (Gross Domestic Product) is laundered globally. This highlights the importance for banks and financial institutions to actively fight against money laundering. However, traditional AML methodologies, which mainly consist of rule-based systems, are inadequate for the continuously evolving techniques used for money laundering.