~/talk

AI Trustworthiness: Path to Mass Adoption in Critical Industries

Talkat DSC Europe 24 · 2024-11-18..11-22· [machine-learning]
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Claims that standards can make high‑risk AI certifiable by 2025 are backed with concrete work: ISO already has 30 published and 36 ongoing standards and aims for nearly 100 in coming years; the EU AI Act delegates technical detail to standards bodies; Numalis deploys formal methods at scale to verify robustness across input subspaces rather than just data points; a funded EASA project tests three aviation systems: ATC speech‑to‑text, collision avoidance, visual inspection and offers a SAMPLe tool for engineers to run free evaluations.

AI-written summary · about

  1. 0:00AI trustworthiness introduction
  2. 1:12AI adoption challenges
  3. 4:01Brute-force AI safety limits
  4. 5:06Global AI regulations
  5. 6:31Standardization role in AI
  6. 9:03ISO/IEC AI compliance
  7. 13:24EU AI Act requirements
  8. 15:58AI robustness standards
  9. 18:56AI validation methods
  10. 21:51AI verification in aviation
  11. 23:37Iterative AI validation
  12. 24:44AI development mindset shift
  13. 26:30AI compliance tools and skills
  14. 27:34Formal AI validation methods
  15. 28:03Q&A
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