XGBoost · ROC-AUC 0.9722

Network Intrusion
Detection System

Enter network connection features to classify traffic as Normal or one of four attack types — DoS, Probe, R2L, U2R — using a trained XGBoost model on the NSL-KDD benchmark dataset.

0.9722
ROC-AUC Score
125K+
Training Records
46
Features Used
5
Attack Classes
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Connection Features

// Basic Connection
// Error Rates (0.0 – 1.0)
// Traffic Rates
// Destination Host Stats
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Enter connection features and click Analyse Connection to classify the network traffic.


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Analysing connection...

Classification Result

// Class Probabilities
// Model Information
DatasetNSL-KDD 2009
ModelXGBoost
ROC-AUC0.9722
Features46 (incl. 5 engineered)
ClassesNormal · DoS · Probe · R2L · U2R
AuthorMuhammad Umar Shahid