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ML 7.1Lesson outlineLesson 1 of 8 in Module 7

The Perceptron

Learn a separating plane by correcting mistakes one at a time, and see why it stops only on separable data.

Video in production.

Lesson outline: The Perceptron

In this lesson12 parts

  1. 01A line from data
  2. 02Banknote images, four numbers each
  3. 03The most common class
  4. 04A line, and its sign
  5. 05Two weights and a bias
  6. 06No loss, only mistakes
  7. 07The update, by hand
  8. 08Every row on the right side
  9. 09All the training notes
  10. 10Where it fails
  11. 11Code, and the sealed notes
  12. 12Recap, your challenge, and what comes next

Builds on

This lesson stands on its own. These go deeper into what it uses.

Next steps: The Perceptron