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Deep Learning: Crucial Element in Artificial Intelligence?

Deep Learning: Crucial Element in Artificial Intelligence?
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Ido Kanter , Yarden Tzach , Gonda Goldschmied Multidisciplinary Brain Research Center , Ilan Department Of Physics , Scientific Reports , Multidisciplinary Brain Research Center ,

Is Deep Learning a necessary ingredient for Artificial Intelligence?

Is Deep Learning a necessary ingredient for Artificial Intelligence?
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Yarden Tzach , Ido Kanter , Gonda Goldschmied Multidisciplinary Brain Research Center , Ilan Department Of Physics , Scientific Reports , Multidisciplinary Brain Research Center ,

Is Deep Learning a necessary ingredient for A

The key question driving new research published today in Scientific Reports is whether efficient learning of non-trivial classification tasks can be achieved using brain-inspired shallow feedforward networks, while potentially requiring less computational complexity. “A positive answer questions the need for deep learning architectures, and might direct the development of unique hardware for the efficient and fast implementation of shallow learning,” said Prof. Ido Kanter, of Bar-Ilan's Department of Physics and Gonda (Goldschmied) Multidisciplinary Brain Research Center, who led the research. “Additionally, it would demonstrate how brain-inspired shallow learning has advanced computational capability with reduced complexity and energy consumption.” ....

Ido Kanter , Yarden Tzach , Gonda Goldschmied Multidisciplinary Brain Research Center , Ilan Department Of Physics , Scientific Reports , Multidisciplinary Brain Research Center ,