Machine Learning

Baselines

Always build a baseline first to move faster.

Why baselines matter

  • Prevents over-engineering too early.
  • Gives a minimum acceptable metric.
  • Makes improvements measurable.

Baseline Ideas

  • Classification: majority class predictor.
  • Regression: predict mean/median.
  • Model baseline: logistic/linear regression.