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


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Contact UsSANS is helping shape the secure, AI-capable workforce the future demands. Our industry-defining training and role-specific resources help organizations advance AI education, strengthen talent pipelines, and secure innovation. Backed by global standards leadership and real-world expertise, we prepare professionals at every level to lead safely and confidently in the age of AI.

Join us for an unparalleled learning experience delivered by world-renowned cybersecurity instructors. SANS AI Security Training August 2026, benefit from real-time access to industry experts, immersive training sessions, and industry-leading hands-on labs - all from the comfort of your own environment.

The SANS AI Security Maturity Model™ eBook gives you and your team a clear, actionable roadmap for understanding where your organization stands on AI security and exactly what it takes to get to the next level. What's Covered:

The three-track SANS model for protecting AI systems, putting AI to work in defense, and governing AI risk.
Ten AI security roles with verified job listings, salary ranges, workforce and threat data, and the SANS courses and GIAC certifications that match the work.
What 947 global security professionals told us about the AI skills gap, regulatory hiring surge, and which roles are changing fastest.
Security controls for GenAI systems across access, model protection, inference, monitoring, and GRC, covering prompt injection through AI bill-of-materials tracking.
What AI-driven vulnerability discovery tools actually deliver today, and where the marketing outpaces the engineering.
Practical next steps for security teams sorting through AI-discovered vulnerabilities and rebuilding VulnOps workflows around them.
SANS AI security training prepares practitioners to understand, defend, and operationalize AI at every layer; from models and pipelines to investigations and alerts. Our courses address two core AI use cases:
AI-Focused courses are built entirely around AI security. They cover three core pillars: protecting AI systems, utilizing AI for offense and defense, and governing AI use and risk. Designed for specialized roles like AI Security Engineers, AI/ML Developers, and AI Governance Leads.
AI-Skills courses teach cybersecurity practitioners to use AI as a force multiplier within their existing roles. SOC analysts triage faster, investigators analyze evidence more efficiently, and threat hunters surface anomalies with greater precision. The focus is modernizing tradecraft, not securing AI itself.
Each course is built by real-world practitioners, grounded in modern attack and defense use cases, and designed to deliver hands-on, job-relevant outcomes.











Rob T. Lee is Chief AI Officer and Chief of Research at SANS Institute, where he leads research, mentors faculty, and helps cybersecurity teams and executive leaders prepare for AI and emerging threats.
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David Hoelzer has fundamentally advanced cybersecurity by pioneering the GIAC Security Expert (GSE) certification, leading AI-driven threat detection initiatives, and developing MAVIS, an open-source ML tool enhancing code review processes.
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Ahmed AbuGharbia, SANS Instructor and SEC545 author, helps practitioners secure generative AI systems by identifying risks, understanding model behavior, and applying practical security controls.
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Jess Garcia is the founder and technical lead of One eSecurity, a global Information Security company specialized in Incident Response and Digital Forensics.
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SANS Fellow Frank Kim helps to develop the next generation of CISOs and cyber leaders while teaching LDR512 and LDR514.
Learn moreJason Ostrom has revolutionized cybersecurity by developing open-source tools like PurpleCloud and Automated Emulation, enabling scalable adversary emulation in cloud environments.
Learn moreWant a clearer picture of where AI security is heading? This quick-read infographic highlights how SANS is shaping the frameworks, standards, and policies guiding AI adoption worldwide – from OWASP and the EU AI Act to the 3-track model in the Secure AI Blueprint.
AI is transforming cybersecurity roles faster than organizations can adapt. From incident response to governance, today’s defenders need new skills, and entirely new job functions are emerging. These roles demand fluency in AI-driven threats, secure system design, and policy leadership. Whether you're planning your own path or shaping a team, now is the time to understand what the future requires.
And what does it take to get where you need to be? This quick-read summarizes what's inside the SANS AI Security Maturity Model™ eBook, a practical, evidence-based framework built for security leaders and practitioners.