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


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This talk cuts through the vendor hype to share real-world experiences integrating AI into security workflows. We’ll explore specific use cases where LLMs genuinely improved security—from automating alert triage to synthesizing threat intelligence—and more importantly, where they failed spectacularly. You’ll learn why that “AI-powered code improvement recommendations” POC crashed and burned, and how hallucinating LLMs almost caused priority one incidents.
This workshop supports content and knowledge from LDR512: Security Leadership Essentials for Managers. To learn more about this course and explore upcoming sessions, Click Here.


Shawn is responsible for the SOC, cyber threat intelligence, incident response, and threat hunting efforts at Upwork. He previously built SOCs for PayPal and American Express and has led security teams across the globe.
Read more about Shawn Chakravarty