The use of biometric authentication methods, especially fingerprint recognition, has become increasingly popular in various applications, including secure access systems like ATMs. Traditional ATMs use a combination of physical cards and PINs for user authentication. Users insert their ATM cards and enter a personal identification number (PIN) to access their accounts, make transactions, and withdraw cash. However, this method has security limitations, such as the risk of PIN theft or card skimming