Building an AI-powered Intrusion Detection System (IDS) leveraging machine learning and cybersecurity expertise. Focused on NSL-KDD dataset analysis, feature engineering, and real-world threat detection workflows. A fusion of academic research and practical implementation for next-gen security solutions