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AI Engineering

Machine learning problem framing

Turn a practical need into a prediction task with a credible evaluation plan.

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Where this chapter sits in the course

Lessons

Chapter 15 of 25 · 6 short lessons · 22 min
  1. 1Prediction tasks and targets3 min
  2. 2Baselines and constraints3 min
  3. 3Training, validation, and test splits3 min
  4. 4Time and group splits4 min
  5. 5Feature leakage3 min
  6. 6Challenge: Machine learning problem framing6 min

What you'll learn

  • Frame a prediction task with a target, constraints, and baseline
  • Create evaluation splits that avoid leakage

Your plan from this chapter

It follows the course from here, at your pace, with reviews before you forget.

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