Title
A Very Brief and Critical Discussion on AutoML.
Abstract
This contribution presents a very brief and critical discussion on automated machine learning (AutoML), which is categorized here into two classes, referred to as narrow AutoML and generalized AutoML, respectively. The conclusions yielded from this discussion can be summarized as follows: (1) most existent research on AutoML belongs to the class of narrow AutoML; (2) advances in narrow AutoML are mainly motivated by commercial needs, while any possible benefit obtained is definitely at a cost of increase in computing burdens; (3)the concept of generalized AutoML has a tie in spirit with artificial general intelligence (AGI), also called strong AI, for which obstacles abound for obtaining pivotal progresses.
Year
Venue
DocType
2018
arXiv: Artificial Intelligence
Journal
Volume
Citations 
PageRank 
abs/1811.03822
0
0.34
References 
Authors
4
1
Name
Order
Citations
PageRank
Bin Liu1429.60