How do you determine the optimal number of layers to transfer from a pre-trained model?

Instruction: Detail the factors you consider when deciding how many layers to transfer and any methodologies or tools you use to make this decision.

Context: This question tests the candidate's ability to make critical architectural decisions in Transfer Learning, affecting the balance between leveraging learned features and adapting to new tasks.

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I determine that empirically, guided by task similarity and target data size...

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