~/talk

The Pocket Guide to Artificial Intelligence

Talkat Craft Conference 2019 · 2019-05-07..05-10· [machine-learning]
links:none on file
slides:none on file

Maps AI into three concentric goals: what’s possible in research, what’s practical for startups, and what’s ubiquitous at scale. Gives concrete data points: email spam filters affect ~4 billion users, recommender systems drive >50% of Netflix views, ImageNet error falls from ~30% to ~2% (human top‑5 ~5%). Notes compute‑heavy game wins (AlphaGo used millions in hardware; Dota 2 needed massive self‑play simulation), level‑2 autonomy is commercial, level‑3 imminent and level‑5 far off, and current systems lack cause‑and‑effect reasoning.

AI-written summary · about

  1. 0:00Introduction
  2. 0:53Artificial Intelligence Opinions
  3. 2:14The Circle of Human Knowledge
  4. 4:37The Circle of Artificial Intelligence
  5. 5:50The Inner Circle
  6. 8:00Use Cases
  7. 11:40Speech Recognition
  8. 12:53Games
  9. 18:40Machine Translation
  10. 21:45Image Generation
  11. 23:15Autonomy
  12. 25:25General Intelligence
  13. 27:40Cause and Effect
  14. 33:05Questions
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