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

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Contact UsThe Summer 2025 SEC450 course update includes new modules on AI integration, threat-informed defense, detection engineering, and cloud logging to address modern SOC challenges.
Security Operations Centers (SOCs) are being reshaped by rapid threat evolution, cloud complexity, and the expanding role of AI. The Summer 2025 update to SEC450: SOC Analyst Training - Applied Skills for Cyber Defense Operations delivers the hands-on expertise and strategic insights security operations center (SOC) analysts need to operate effectively in today's challenging landscape.
Modern SOCs operate under unprecedented pressure: alert fatigue, skill shortages, and poorly integrated AI tools create a perfect storm of operational challenges. According to the 2025 SANS SOC Survey, 42% of SOCs are deploying AI/ML tools out-of-the-box without any customization. Yet these same tools consistently receive low satisfaction ratings, largely due to poor integration and unclear ownership.
This disconnect highlights a critical gap between the promise and practice of SOC modernization. The updated SEC450 course is designed to bridge that gap.
This update marks the most comprehensive overhaul in the course's history. Nearly every section has been reviewed, restructured, or rebuilt to reflect the realities of today's SOC environments.
The updated course adds six brand-new labs targeting high impact skills:
All 22 labs now include AI-enhanced prompts and tasks, helping analysts see where large language models can streamline investigations and analysis without compromising security or accuracy.
Students also gain access to an upgraded virtual learning environment, featuring:
This update represents a fundamental shift in SOC training philosophy. Rather than focusing solely on responding to alerts, the SEC450 course now teaches analysts how to build smarter, adaptive workflows that transform reactive work into opportunities for strategic impact.
The course encourages analysts to evolve beyond mechanical playbook execution toward investigative work that reduces burnout and delivers measurable value to the organization.
As course author John Hubbard explains: "AI can relieve pressure by turning repetitive triage into strategic, feedback-driven work--giving analysts room to grow instead of burnout."
Discover how SEC450: SOC Analyst Training - Applied Skills for Cyber Defense Operations prepares you to detect, respond to , and defend against modern SOC threats.
Whether you're navigating complex cloud telemetry, engineering robust detection rules, or thoughtfully integrating AI into your workflows, SEC450 provides the practical skills and strategic mindset needed to excel.
The future of SOC operations demands more than keeping pace-it requires analysts who can think strategically, work efficiently, and drive meaningful security outcomes. SEC450's comprehensive update ensures you're ready to meet that challenge.
Launched in 1989 as a cooperative for information security thought leadership, it is SANS’ ongoing mission to empower cyber security professionals with the practical skills and knowledge they need to make our world a safer place.
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