SEC536: Adversarial AI - Penetration Testing AI Systems


Digital Forensics and Incident Response (DFIR) focuses on investigating cyber incidents, collecting evidence, and mitigating damage after an attack. Threat Hunting is a proactive approach to identifying hidden threats before they trigger an incident by analyzing behaviors, anomalies, and adversary tactics.
Traditional security tools rely on known indicators of compromise (IOCs), but sophisticated attackers use stealthy techniques to evade detection. Threat Hunting helps identify adversaries using behavioral analysis, hypothesis-driven investigations, and proactive detection methods.
DFIR professionals need expertise in forensic analysis, memory and malware analysis, network investigations, threat intelligence, incident response, and threat hunting methodologies. Hands-on experience with forensic tools and scripting (Python, PowerShell) is also valuable.
Ransomware encrypts critical data, disrupts business operations, and often prohibits access to critical forensic evidence. DFIR experts analyze ransom tactics, identify the attack vector, conduct memory forensics, and work on containment, recovery, and attribution of the attack.
Threat Hunters analyze anomalies such as unusual login attempts, persistence mechanisms, process injections, beaconing activity, unauthorized privilege escalation, suspicious network traffic patterns, and many, many other things to detect hidden threats.
Organizations should invest in continuous training, advanced forensic tools, real-world simulations, and proactive threat intelligence integration. Building a strong incident response plan and conducting regular threat hunts can significantly enhance detection and response effectiveness.
DFIR (Digital Forensics and Incident Response) is critical today because organizations face a growing range of digital threats, from cyberattacks and insider misuse to data leaks and fraud. It provides the investigative tools and techniques needed to uncover what happened, how it happened, and who was involved. DFIR helps identify impacted systems, recover lost data, and support legal or regulatory action. Beyond response, it plays a vital role in strengthening defenses and preparing for future incidents by turning evidence into actionable insights.
SANS DFIR training builds the skills needed to investigate a wide range of digital incidents — from data breaches and ransomware to insider threats and nation-state attacks. It covers digital forensics, threat hunting, malware analysis, cloud investigations, dark web investigations, and network forensics across Windows, Linux, and mobile environments. You'll also learn how to analyze logs, reconstruct attacker activity, and use threat intelligence to guide response.