Deep Bayesian active learning with image data

Even though active learning forms an important pillar of machine learning, deep learning tools are not prevalent within it. Deep learning poses several difficulties when used in an active learning setting. First, active learning (AL) methods generally rely on being able to learn and update models fr...

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Bibliographic Details
Main Authors: Gal, Y, Islam, R, Ghahramani, Z
Format: Conference item
Published: PMLR 2017