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1. It's disturbing how a bunch of experts in mainstream AI led by @GaryMarcus are pushing for a so-called hybrid approach to AGI that combines deep learning with symbolic AI. It's disturbing because these experts do not realize that DL is and has always been symbolic AI.
actually, i addressed this subtle question at length in chapters 2 and 3 of The Algebraic Mind.
You are proposing that we sink deeper into the mire of symbolic AI at a time when people like @ylecun, Geoffrey Hinton and Jeff Hawkins are calling for a movement away from backpropagation toward unsupervised learning. UL is inherently non-symbolic because it requires no labels.
false way of thinking about this: human unsupervised learning sometimes surely is sometimes about relations between high level symbolic concepts
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