A lot of the criticisms here are about inefficiencies in the approach. This is true, but the approach here does generalise well (provided you have sufficient data).
It's worth noting that Abhishek is working on the "automatic data science" problem[1] and is viewing thing through that lens.
AutoML is an interesting area - there have been workshops at ICML, and good progress is being made in the area.