Risk Bounds for Transferring Representations With and Without Fine-Tuning

Daniel McNamara, Maria-Florina Balcan

Abstract: A popular machine learning strategy is the transfer of a representation (i.e. a feature extraction function) learned on a source task to a target task. Examples include the re-use of neural network...