AI-Driven Threat Detection in Modern SOCs

November 2024 · Research Paper

Examining how machine learning models are being integrated into Security Operations Centers to reduce alert fatigue and surface high-fidelity threats. Includes a survey of current tools, common pitfalls, and a framework for evaluating ML-based detection systems.