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agreed. but we need consensus about what the problems are before we can find solutions not appeals to ever bigger data sets when Bengio recently acknowledged core of what I said about generalization in 2001 it was first time I saw ML leadership really engage core problem.
and we need to focus on the right problems; not sentence prediction. 2001 book proposed lots of specific challenges that might profitably guide research. eg bengio’s new emphasis on relationships is very much along lines of TAM chapter 3
What we need are problem specifications that are reasonably achievable in the adjacent possible. This is extremely difficult to formulate. Proposals to get to Mars need specifications of steps in between to get there.
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