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ML 5.2Lesson outlineLesson 2 of 5 in Module 5

Thresholds, ROC and AUC

Treat a classifier's output as a score, read the trade every threshold makes, and compare models across all thresholds at once.

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Lesson outline: Thresholds, ROC and AUC

In this lesson9 parts

  1. 01Four votes out of seven
  2. 02Eight possible scores
  3. 03Comparing by accuracy at one threshold
  4. 04One threshold, then the next, on ten tumors
  5. 05The area, and the pairs
  6. 06Reading the AUC
  7. 07What the AUC does not measure
  8. 08Code
  9. 09Recap, your challenge, and what comes next

Builds on

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

Next steps: Thresholds, ROC and AUC