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Shallow Learning

All articles tagged with #shallow learning

"Human Brain's Competitive Edge Against Artificial Intelligence"

Originally Published 2 years ago — by SciTechDaily

A study from Bar-Ilan University suggests that the brain's shallow learning, characterized by a wide network with few layers, can rival the performance of deep learning models in complex classification tasks, challenging the current GPU design. Despite its simpler structure, the brain efficiently handles such tasks, prompting research into the mechanisms enabling this efficiency. The study highlights the potential of wide shallow architectures inspired by the brain's functioning and the need for a shift in GPU technology to accommodate this alternative to deep learning.

science neuroscience-and-artificial-intelligence artificial-intelligence brain deep-learning neural-networks neuroscience-and-artificial-intelligence shallow-learning

The Role of Deep Learning in Artificial Intelligence: Separating Fact from Fiction.

Originally Published 2 years ago — by Tech Xplore

Researchers at Bar-Ilan University have shown that efficient learning on an artificial shallow architecture can achieve the same classification success rates as deep learning architectures, but with less computational complexity. This raises the question of whether deep learning is necessary for artificial intelligence. The efficient realization of shallow architectures requires a shift in the properties of advanced GPU technology and future dedicated hardware developments. Brain-inspired shallow learning has advanced computational capability with reduced complexity and energy consumption.

science artificial-intelligence artificial-intelligence brain-inspired computational-complexity deep-learning neural-networks shallow-learning