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Dataset Engineering & Evals That Don't Lie

Dataset Engineering & Evals That Don't Lie

The unglamorous 80%: building training sets that teach what you mean, synthetic data without the incest problem, decontamination, and eval design that predicts production instead of flattering you.

3 sections·6 lessons

What you'll learn

1. Building Training Sets That Teach

  • Quality, diversity, consistency — pick all three
  • Check: training sets

2. Synthetic Data Without the Incest Problem

  • Generating examples that add signal, not echo
  • Check: synthetic data

3. Evals That Predict Production

  • Holdouts, judges, and the numbers that matter
  • Final check: evals

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