Loading slide

The Neuron Idea

  1. 01The Neuron Idea
  2. 02A familiar idea
  3. 03Same era, different bet
  4. 04A neuron, at its simplest
  5. 05Adding things up
  6. 06The first artificial neuron
  7. 07Strength, not just presence
  8. 08The signal itself has a strength
  9. 09Multiply, then add
  10. 10Just a recipe
  11. 11What a weight really is
  12. 12Where the numbers come from
  13. 13Back to the real thing
  14. 14The Perceptron
  15. 15How it learned
  16. 16What training actually is
  17. 17Why this was different
  18. 18What Rosenblatt claimed
  19. 19The shape of hype
  20. 20Twelve years of real work
  21. 21The verdict
  22. 22What the proof didn't say
  23. 23What it could do
  24. 24What it could not do
  25. 25The reason
  26. 26The limit was real
  27. 27Before we go further
  28. 28Memory card
  29. 29What if we added another?
  30. 30Many dumb things
  31. 31Layers
  32. 32More Layers
  33. 33The whole thing
  34. 34A network of neurons
  35. 35A small group kept going
  36. 36Reinforce your understanding
  37. 37Question: What is learning?
  38. 38Question: The limit
  39. 39Question: Training a network
  40. 40Quiz: answer
  41. 41The idea didn't die. It waited.
  42. 42Want to go deeper?
29 / 41
BackNext

What if we added another?

So a single neuron has a hard limit. What if we used more than one?

Take a dog deciding whether to bark. It has two senses feeding signals into its brain: smell and sound. Each sense is a neuron. It fires when it detects something, and sends that signal forward.

The dog should only bark when it smells and hears something at the same time. Either sense alone, a distant smell, a random noise, isn't enough. Both together means something is actually there.

A single neuron in the middle can't figure this out. It has to score smell and sound separately and add them up. But since each sense alone is usually nothing, both scores are low. Added together, they still don't cross the threshold. The neuron stays quiet, even when the dog should bark.

What if there were a second neuron whose only job was to watch for smell and sound together? When both fire at once, that neuron fires. The output listens to it. Now the combination has somewhere to live.

Click the senses to turn them on and off. Switch between one neuron and two. Watch when the dog gets it right.

Citations
Citations