Loading slide

What the Cold Taught Us

  1. 01What the Cold Taught Us
  2. 02What failure teaches
  3. 03The assumptions that broke
  4. 04The problem with logic
  5. 05Knowledge is not rules
  6. 06The quiet work
  7. 07Connectionism returns
  8. 08Why the winters mattered
  9. 09Reinforce your understanding
  10. 10Question: assumptions
  11. 11Question: connectionism
  12. 12Question: legacy
  13. 13Quiz: answer
  14. 14The thaw
  15. 15Want to go deeper?
8 / 14
BackNext

Why the winters mattered

The winters mattered because of what they ruled out.

Two decades of trying to build intelligence from logic and rules had produced real systems, and real evidence that logic and rules alone weren't enough.

That negative result cleared the ground. Researchers who came after could stop treating the old approach as the obvious path forward, because the winters had shown its limits.

What came next, the learning-based AI that eventually became the systems people learned to interact with directly, grew from that cleared ground.

Citations(2)↓
  1. 1. doi.org
  2. 2. deeplearningbook.org