P41Deep LearningIntermediateDiagnose10 min
Training Loss Falls, Validation Loss Rises
Diagnose overfitting from training history.
#deep learning#overfitting#epochs#validation
Scenario
Across epochs 1-5, training loss is 0.72, 0.55, 0.43, 0.34, 0.28; validation loss is 0.70, 0.54, 0.45, 0.49, 0.58.
Problem statement
Choose a checkpoint and explain the training signal.
Your Task
- Identify overfitting onset.
- Explain why training loss is insufficient.
- Choose a checkpoint and describe early stopping.
- Distinguish training and inference.
Related Concepts
EpochsEarly stoppingGeneralization
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