An Intrusion Detection System (IDS) is a tool or software designed to monitor network or system activity and detect any malicious behavior. As networks evolve, new threats emerge, requiring advanced methods to counteract potential attacks. The primary function of an IDS is to safeguard resources from cyber threats. Various approaches, methods, and algorithms are employed in intrusion detection to identify a wide range of attacks.