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Added CICIDS dataset and updated training pipeline for anomaly detection#2

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Abhi1366-create merged 1 commit intoRoopesh1477:mainfrom
himelds:add-cicids-dataset
Apr 12, 2026
Merged

Added CICIDS dataset and updated training pipeline for anomaly detection#2
Abhi1366-create merged 1 commit intoRoopesh1477:mainfrom
himelds:add-cicids-dataset

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@himelds himelds commented Apr 10, 2026

Summary

  • Added a cleaned subset of the CICIDS2017 dataset in datasets
  • Selected relevant numeric features for anomaly detection
  • Removed missing and infinite values

Model Training

  • Updated training script to load dataset instead of hardcoded data
  • Trained Isolation Forest model
  • Saved trained model in models/ directory

Result

The training pipeline now runs successfully with real data and produces a usable anomaly detection model for security experimentation.

Note: Training script saves the trained model to the models/ directory (excluded via .gitignore)

@Abhi1366-create Abhi1366-create merged commit aa9c9a5 into Roopesh1477:main Apr 12, 2026
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2 participants