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This system aims to enhance cybersecurity defenses by leveraging machine learning techniques to detect malicious or suspicious URLs in real-time. Since URLs are often the entry point for various cyber threats like phishing and analyzing their patterns using advanced algorithms helps in identifying potential intrusions before they cause damage.

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