Joblib
dga-detection
streaming

DGA SGD Detector

This model was trained on the asobirov/dga-preprocessed dataset using:

  • HashingVectorizer (char 2–5 grams, 2**20 hash buckets)
  • SGDClassifier with online partial_fit and incremental learning-rate tuning
  • Lightweight stats: length, digit ratio, Shannon entropy
  • Streaming training on ~5 M domains, evaluated on ~1 M test domains from harpomaxx/dga-detection and YangYang-Research/dga-detection
  • Decision threshold optimized for F1 (=0.0794) yielding 85.7% accuracy, 83.6% DGA recall
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Datasets used to train asobirov/dga-detector