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This contribution presents a very brief and critical discussion on automatedmachine learning (AutoML), which is categorized here into two classes, referredto as narrow AutoML and generalized AutoML, respectively. The conclusionsyielded from this discussion can be summarized as follows: (1) most existentresearch on AutoML belongs to the class of narrow AutoML; (2) advances innarrow AutoML are mainly motivated by commercial needs, while any possiblebenefit obtained is definitely at a cost of increase in computing burdens;(3)the concept of generalized AutoML has a strong tie in spirit with artificialgeneral intelligence (AGI), also called "strong AI", for which obstacles aboundfor obtaining pivotal progresses.

A Very Brief and Critical Discussion on AutoML