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tbommawa/iot-ids-api

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App README

IoT IDS XAI — Explainable Intrusion Detection

Paper: Explainable Machine Learning for IoT Intrusion Detection

DatasetLightGBM F1CV F1 (5-fold)LIME latency
CIC-IoT-20230.95390.9518 ± 0.000915.8ms ✅
TON-IoT0.99750.9978 ± 0.000316.4ms ✅
UNSW-NB150.96440.9665 ± 0.001415.1ms ✅

Endpoints

  • GET / — Interactive dashboard
  • GET /docs — Swagger UI
  • GET /health — Model status
  • GET /demo/{dataset} — Run a real pre-loaded test sample
  • POST /predict — Custom prediction + LIME/SHAP
  • POST /batch_predict — Batch inference