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  5. Knowledge Distillation
Training & Fine-tuningaka Distillation

Knowledge Distillation

Knowledge distillation trains a smaller or simpler student model to reproduce behavior learned by a teacher model.

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The student learns from teacher probabilities, generated examples, intermediate features, ground-truth labels, or a combination. Distillation can reduce serving cost while preserving selected capabilities, but it may also transfer teacher errors.

Related terms

UnderfittingTransfer LearningCurriculum LearningCatastrophic Forgetting