IDS (Intrusion Detection System) functions like an un-armed security guards. It detects anomalies and sounds of an alarm. It is not able to change the policies or stop the attack.
IPS (Intrusion Protection System) functions like a patrolling constable. It can take action to stop the attack such as denying a process to access system resources or drop packet sent to a port.
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