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socassist-triage-engine – AI Model by alirezaaminzadeh | AlphaNeural AI
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socassist-triage-engine
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scikit-learn
joblib
cybersecurity
siem
anomaly-detection
enterprise
soc
text-classification
en
mit
us
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SOCAssist Triage Engine
TF-IDF vectorizer trained on synthetic SIEM alert corpus for alert clustering and triage.
Model Details
Property
Value
Engine
TF-IDF (512 features, 1-2 grams)
Clustering
HDBSCAN with Agglomerative fallback
Training alerts
198 synthetic SIEM events
Version
1.0.0
Intended Use
SOC alert batch triage and clustering
Demo and evaluation on synthetic data only
Not
for production SIEM replacement
Limitations
Template-based summaries (no LLM)
English alert text optimized
Requires retraining for organization-specific log formats
Built by
Aria AI
.
