A novel Intrusion Detection and Prevention System (IDPS) using Deep Reinforcement Learning (DRL) for IoT networks. This project detects and classifies cyber threats using a machine learning pipeline and proactively mitigates attacks with a reinforcement learning-based prevention mechanism.