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AI Engineering

Model preparation and selection

Prepare features and compare models without leaking evaluation information.

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Where this chapter sits in the course

Lessons

Chapter 19 of 25 · 6 short lessons · 22 min
  1. 1Categorical feature encoding3 min
  2. 2Feature scaling3 min
  3. 3Preprocessing pipelines4 min
  4. 4Model comparison3 min
  5. 5Final test evaluation3 min
  6. 6Challenge: Model preparation and selection6 min

What you'll learn

  • Prepare numeric and categorical features safely
  • Compare models and assess a final choice on held-out data

Your plan from this chapter

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

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