Built AstraGuard AI, an intelligent intrusion detection system that utilizes Machine Learning and Big Data Analytics to detect and mitigate cyber threats in real time. The system analyzes network traffic using the CICIDS2017 dataset to identify patterns of attacks such as DDoS and Port Scanning, enhancing cybersecurity through AI-driven threat intelligence.