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Fundamentals · Medium · Free

What is overfitting? Train/validation/test split.

FresherFundamentalsAI & Machine Learning Basics
Model answer

Overfitting

Model memorizes training noise—great train accuracy, poor test. Fight with more data, regularization, simpler model, cross-validation.

  • Train/val/test split or k-fold CV
  • Early stopping on val loss
Val set tunes hyperparams; test set once at end.