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Chapter
Details how to integrate AI and machine learning into the Security Operations Center (SOC) for automated threat detection, incident correlation, and accelerated response.
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Introduction: The Unscalable Threat and the Need for Augmentation
The Human-Machine Teaming Paradigm: Combining Analyst Intuition with AI Speed
Core Applications: AI for Threat Detection, Triage, and Prioritization
Automating the OODA Loop: AI-Infused SOAR and Incident Response
Proactive Defense: AI-Powered Threat Hunting and Predictive Analytics
Architecting the Augmented SOC: Integrating AI into Security Workflows and Tools
Visualizing AI-Driven Insights: Creating Actionable Dashboards for Human Analysts
Building Custom Shields: Developing and Training In-House AI Security Models
The Evolving Analyst: New Skills for Managing and Auditing Defensive AI
Challenges and Ethical Guardrails: Navigating AI Bias and Adversarial Attacks