~/talk

Static versus dynamic ML for securing modern cloud architectures

Talkat AWS re:Inforce 2023 · 2023-06-13..06-14· [security, machine-learning]
name:Kien Tran
links:none on file
slides:none on file

Darktrace claims dynamic ML that learns your environment across DETECT, RESPOND, PREVENT and upcoming HEAL, supports agent-based and agentless AWS deployments, and triggers actions via AWS Lambda. Research cited shows a 130% rise in social‑engineered attacks since generative AI. A customer case monitors over 5,000 devices, sees reconnaissance start 11 minutes after foothold, and would have been stopped in real time if Darktrace RESPOND had been active.

AI-written summary · about

  1. 0:00Introduction and welcome
  2. 0:22The evolving nature of cyber risk
  3. 1:25AI-driven threats and opportunities
  4. 2:54Darktrace's cyber AI loop
  5. 4:19Product families working together
  6. 5:44Darktrace and AWS partnership
  7. 6:49Cloud-native deployment flexibility
  8. 7:32Understanding cloud architecture
  9. 9:17Dynamic machine learning approach
  10. 10:21Real-world incident response demo
  11. 11:45Q&A and closing remarks
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