John R. Kender

P2L: Predicting Transfer Learning for Images and Semantic Relations

2020

We describe an efficient method to accurately estimate the effectiveness of a previously trained deep learning model for use in a new learning task. We use this method, "Predict To Learn" (P2L), to predict the …

Predictive Model Selection for Transfer Learning in Sequence Labeling Tasks

2020

Transfer learning is a popular technique to learn a task using less training data and fewer compute resources. However, selecting the correct source model for transfer learning is a challenging task. We demonstrate a novel …