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Applied Machine Learning Algorithms / Resources

Learner resource

Tuning Log Template

Use this to avoid silent trial-and-error.

RunModelParameter rangeValidation methodMetricResultDecision
1BaselineNoneKeep as reference

Rules

  • Tune only on training or validation evidence.
  • Do not use the test set for choosing parameters.
  • Keep ranges small enough to explain.
  • Stop when extra complexity does not clearly help.