Enhancing Internet Security: A Machine Learning-Based Browser Extension to Prevent Phishing Attacks

Phishing attacks continue to pose a significant threat to internet users, targeting individuals across various online platforms. In response to this pervasive issue, we present a novel approach aimed at bolstering internet security through the development of a browser extension. Leveraging machine learning algorithms, our extension provides real-time analysis of URLs to determine their susceptibility to phishing attacks. By empowering users with the ability to identify potentially harmful websites, our solution aims to mitigate the risks associated with falling victim to phishing scams. Furthermore, our extension offers a proactive feature allowing users to contribute to a vulnerable site list, enhancing collective defence against emerging threats. Through the implementation of our browser extension, we strive to provide a robust layer of protection for users, thereby fostering a safer online environment.