Smart Phishing : Strengthening Web Spoofing Defense Through Machine Learning For Client-Side Protection Automation And Dynamic Threat Intelligence

Browsers like Google Chrome, Mozilla Firefox, and Microsoft Edge are built with the intention of effectively identifying phishing sites.As cyberattacks become more complex and diverse, it's crucial to have efficient solutions to protect internet users.This article presents an extension that uses advanced machine learning algorithms to evaluate the legitimacy of websites users visit.By analysing characteristics such as the URL, content, and structure, the extension enhances security by warning users about potential phishing threats.The main goal of this project is to help users understand online risks better, thus aiding in fraud prevention and safeguarding digital privacy.The extension's implementation aims to combine effectiveness with userfriendliness, offering an easy-to-use tool that actively strengthens online security for various web browser users.