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Automated feature engineering, if it is part of any aproach towards general intelligence, cannot be the whole solution. The search for features that are meaningful, as opposed to those that simply exist with no utility, needs some guidance. In machine learning, feature engineering is typically a search for features that improve performance at a specific task,...

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