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Table 7 Eight scenarios for selective fine-tuning

From: AMPDeep: hemolytic activity prediction of antimicrobial peptides using transfer learning

Scenario

Description

1

Full fine-tuning

2

Feature extraction

3

Pooler fine-tuning

4

Pooler replacement

5

Input embedding fine-tuning

6

Positional embedding fine-tuning

7

Input embedding + layer norm fine-tuning

8

Positional embedding + layer norm fine-tuning