Summary – Validation Set in Neural Network

Term Meaning in Story Neural Net Role
Training Set Student’s practice problems Learns weights
Validation Set Daily test without help Evaluates generalization
Overfitting Memorizing practice but failing new questions High training, poor validation score
Early Stopping Stop when test performance doesn’t improve Prevents overfitting

Next – Hyperparameters in Neural Networks