Machine Learning Based Adaptive Cybersecurity Incident Detection
Objective
Build adaptive models that update alert confidence based on changing threat behavior and SOC feedback.
System Design
- Streaming signal ingestion from logs and endpoints.
- Feature engineering + anomaly detection.
- Adaptive thresholds with feedback loop for analyst decisions.
Training Snapshot
Tech Stack
Python, scikit-learn, SOC tooling concepts, dashboard reporting.