Fundamentals · Medium · Free
What is overfitting? Train/validation/test split.
FresherFundamentalsAI & Machine Learning Basics
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.