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Introduction to Machine Learning

COMP60012/70050 Autumn Term 2025/2026

Module 3

Evaluation

  • Introduction to Module 3
  • Evaluation set up
  • Cross-validation
  • Evaluation metrics
  • Quiz - evaluation, part 1
  • Imbalanced data distribution
  • Overfitting
  • Confidence intervals
  • Testing for statistical significance
  • Quiz - evaluation, part 2

Testing for statistical significance

Significance testing allows us to be more sure that our positive results are not just due to randomness.

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Department of Computing | Imperial College London