~/talk

There is no such thing as Artificial Intelligence

Talkat DSC Europe 2022 · 2022-11-14..11-18· [large-language-models, machine-learning]
name:Luc Julia
links:none on file
slides:none on file

Claim: there is no single “artificial intelligence” but many narrow tools. Traces history from Pascaline (1642) through 1956 Dartmouth, expert systems, machine learning and deep learning. Gives numbers: 98% accuracy on cats with ~100,000 images, AlphaGo runs on ~2,000 machines (≈1500 CPUs, 300 GPUs, TPUs) consuming ≈440 kW vs a human ≈20 W, and failure cases: Tay shuts down after 16 hours due to biased training data and over-adaptive dialogue. Argues autonomy level five is effectively impossible; recommends thinking of AI as augmented intelligence — a toolbox of specific, energy- and data-limited tools.

AI-written summary · about

  1. 0:00Intro
  2. 0:43No such thing as Artificial Intelligence
  3. 1:45Definition of Artificial Intelligence
  4. 5:20Natural Language
  5. 7:25Expert Systems
  6. 8:50Machine Learning
  7. 9:24Data
  8. 13:07Deep Learning
  9. 14:07Tensorflow
  10. 16:07Data is biased
  11. 17:07Microsoft chatbot
  12. 18:07Logical bug
  13. 19:07Databag
  14. 20:07switchboard
  15. 23:07explicable
  16. 24:07fractals
  17. 25:07Bruno Mars
  18. 26:07Fractal
  19. 27:07Autonomous Cars
  20. 29:07Level 4 Cars
  21. 31:07WeMo
  22. 32:07The Gem
  23. 33:07Stops
  24. 34:07Stop sign
  25. 35:07Autonomous car
  26. 36:07Siri
  27. 37:07Augmented Intelligence
  28. 38:07Tools
  29. 39:07Genesis
  30. 40:07What happened
  31. 41:07Generational AI
  32. 42:07Mars
  33. 43:07Cats
  34. 44:07AI based on mathematics
  35. 45:07Artificial or augmented intelligence
  36. 46:07generative AI
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