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Towards Machine Intelligence (1603.08262v1)
Published 27 Mar 2016 in cs.AI, cs.LG, and cs.NE
Abstract: There exists a theory of a single general-purpose learning algorithm which could explain the principles of its operation. This theory assumes that the brain has some initial rough architecture, a small library of simple innate circuits which are prewired at birth and proposes that all significant mental algorithms can be learned. Given current understanding and observations, this paper reviews and lists the ingredients of such an algorithm from both architectural and functional perspectives.