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AI, ML and the Gig Economy — the Only Path Forward for the SOC

Talkat RSAC 2022 · 2022-06-06..06-09· [security, ai-assisted-development]
links:none on file
slides:none on file

Covers how security operations centers (SOC) can use AI and machine learning alongside the gig economy to address an expanding attack surface, analyst burnout, and talent shortages. Describes applying AI/ML to incident investigation and response and relying on external gig workers to scale SOC capabilities for modern enterprise protection.

AI-written summary · about

  1. 0:00Introduction
  2. 1:03Disclaimer
  3. 1:13Agenda
  4. 2:01Assume Breach
  5. 4:08Volume of Data
  6. 6:43Talent Gap
  7. 7:31Attack Surface
  8. 8:31Silver Bullets
  9. 10:50AI vs ML
  10. 12:30Pretrained classifiers and NLP
  11. 15:14Augmented intelligence
  12. 21:18What does this mean
  13. 25:05The Gig Economy
  14. 29:35Vulnerability Market Change
  15. 30:37The Next Generation of SOC
  16. 32:45Autonomous SOC
  17. 37:13Recap
  18. 38:02The 2 Percent Problem
  19. 39:53Key takeaways
  20. 43:49Outro
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