Developed a Network Intrusion Detection System (NIDS) using the NUSW-NB-15 dataset for binary and multi-class classification. 2. Performed EDA, feature engineering, and feature selection using the ANOVA F-statistic approach. 3. Implemented and optimized multiple ML models, improving prediction speed and accuracy