SEC595: Applied Data Science and AI/Machine Learning for Cybersecurity Professionals


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While the cybersecurity industry offers extensive training in incident response and digital forensics, a critical gap remains: the art of weaving disparate technical artifacts into a coherent understanding of attacker activity. Traditional approaches often focus on isolated system artifacts, leaving investigators to bridge the conceptual gaps between individual findings and the broader attack story.
This talk introduces two frameworks that transforms fragmented forensic evidence into clear, actionable intelligence: intel led investigation, and lead-based attacker activity investigations. Through these frameworks we'll demonstrate how these scenarios interweave and evolve. Attendees will learn how to identify critical pivot points where it's time to stop an intel-based investigation and start enumerating interactive activity, while gaining practical insights into selecting and adapting investigative approaches based on real-time findings.
Most importantly, we'll reveal techniques for translating deep technical expertise into rapid, effective system response strategies. This methodology bridges the gap between granular forensic analysis and the broader incident narrative – essential knowledge for any security professional looking to elevate their investigative capabilities from good to exceptional.
Join us to master the crucial skill of forensic storytelling and transform how you approach digital investigations.
Meet the Speaker – SANS Instructor Luke Pearson
Luke Pearson is an accomplished cyber security professional with a decade of expertise in digital forensics and incident response (DFIR). He has supported organisations of all sizes, from Fortune 100 companies and military and police agencies to healthcare providers and smaller enterprises—in managing incidents and strengthening their security. In addition to his incident response work, Luke actively researches innovative solutions, trains professionals in advanced IR techniques, speaks at conferences, and guest lectures at universities.