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

Learn how to use SOF-ELK®, a free and open-source Elastic Stack distribution tailored for security and DFIR. This hands-on workshop includes the latest 2025 updates and guides you through loading logs, analyzing data via Kibana, and building visualizations to support real-world investigations.
Join Eric Zimmerman for a hands-on dive into EZ Tools, the widely used open-source suite for Windows forensics. Learn how to leverage tools like KAPE, RECmd, and ShellBags Explorer to collect, parse, and analyze evidence efficiently. This session includes the latest expert tips on integrating new features into your investigative workflow.
Get hands-on with ArtEx, a powerful tool for researching and testing forensic artifacts with speed and precision. Learn how to navigate file systems, analyze serialized data, and explore key structures across multiple sources. This session includes what you need to integrate ArtEx into your workflow for artifact validation and investigative support.
Explore the LEAPPs suite for fast, structured parsing of mobile and cloud artifacts. This hands-on session covers expanded support for Google Takeout, vehicle data, and more to help streamline triage and improve investigation accuracy.
Get hands-on with the SANS Investigative Forensic Toolkit (SIFT), a powerful open-source workstation built to support in-depth forensic analysis. SIFT integrates several open-source tools to help you examine compromised systems, extract key artifacts, and reconstruct attacker timelines. This session walks you through practical, repeatable workflows you can apply directly to real-world investigations.
This hands-on workshop explores the core capabilities of Velociraptor, a powerful open-source DFIR tool for scalable endpoint visibility, live forensics, and threat hunting. Through guided exercises, you’ll learn how to deploy and configure Velociraptor, query endpoint data, and conduct targeted hunts across multiple systems. The session focuses on integrating Velociraptor into real-world investigative workflows, helping you build confidence in live response, artifact collection, and analysis at scale.
This wrap up workshop explores how integrating practical AI capabilities into the SIFT Workstation can speed up DFIR triage by surfacing anomalies, summarizing logs, and assisting with repetitive analysis tasks. Learn how local, auditable AI tools—designed for investigators, not data scientists—can act like a smart assistant to help cut through noise without replacing human judgment. AI won't solve forensics. But it can make it suck less.