Understanding deep learning (still) requires rethinking generalization
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DOI: 10.1145/3446776
Abstract: Despite their massive size, successful deep artificial neural networks can exhibit a remarkably small gap between training and test performance. Conventional wisdom attributes small generalization error either to properties of the model family or to… read more here.
Keywords: learning still; generalization; understanding deep; neural networks ... See more keywords
A deeper understanding of deep learning
Sign Up to like & getrecommendations! Published in 2022 at "Communications of the ACM"
DOI: 10.1145/3530686
Abstract: Kernel methods clarify why neural networks generalize so well. read more here.
Keywords: deeper understanding; deep learning; understanding deep;
Understanding deep learning - challenges and prospects.
Sign Up to like & getrecommendations! Published in 2022 at "JPMA. The Journal of the Pakistan Medical Association"
DOI: 10.47391/jpma.aku-12
Abstract: The developments in Artificial Intelligence have been on the rise since its advent. The advancements in this field have been the innovative research area across a wide range of industries, making its incorporation in dentistry… read more here.
Keywords: deep learning; learning challenges; intelligence; understanding deep ... See more keywords