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network-intrusion-detection-system

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Built a dual-model intrusion detection system using the NSL-KDD dataset. The binary model detects normal vs. malicious traffic, while the multiclass model classifies attacks as DoS, Probe, R2L, or U2R. Applied advanced preprocessing, dimensionality reduction, and ensemble methods (XGBoost, LightGBM, SVM) with recall focused cross-validation

  • Updated May 27, 2025
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