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Deep Neural Networks and Their Role in the Quest for Human-Like Brain Power

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The long-term interest in cognitive sciences has been enhanced by several strong impulses to contemporary computer science - in particular by large government initiated brain research projects. Other developments shift the area even more from the traditional von Neumann computing paradigm towards true connectionism implemented in silicon, too.

Inexpensive graphics processing units are becoming a common option for learning large-scale deep neural networks and currently unveiled brain-inspired chip architectures let us think of constructing complex cognitive algorithms mimicking the function of biological brains.